Multi-Step Reasoning with Large Language Models, a Survey.

Thomas Bäck Thomas H. W. Bäck Leiden Institute of Advanced Computer Science, Netherlands http://www.liacs.nl/~baeck/ https://scholar.google.com/citations?user=x7LEID0AAAAJ https://orcid.org/0000-0001-6768-1478 https://www.wikidata.org/entity/Q87285728

Aske Plaat Annie Wong Suzan Verberne Joost Broekens Niki van Stein Thomas Bäck Multi-Step Reasoning with Large Language Models, a Survey. 160:1-160:35 2026 April 58 ACM Comput. Surv. 6 https://doi.org/10.1145/3774896 db/journals/csur/csur58.html#PlaatWVBSB26 streams/journals/csur

Xiaohan Wei Qing Zhang Thomas Bäck Hao Wang 0003 A hierarchical partially observable Markov decision process framework for tunnel boring machine trajectory navigation. 113663 2026 166 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2025.113663 db/journals/eaai/eaai166.html#WeiZBW26 streams/journals/eaai

Robin van der Laag Hao Wang 0025 Thomas Bäck Yingjie Fan 0002 Center-Outward q-Dominance: A Sample-Computable Proxy for Strong Stochastic Dominance in Stochastic Multi-Objective Optimisation. 26037-26045 2026 AAAI https://doi.org/10.1609/aaai.v40i31.39805 conf/aaai/2026 db/conf/aaai/aaai2026.html#LaagWBF26

Wei Liu Yaoxin Wu Yingqian Zhang 0001 Thomas Bäck Yingjie Fan 0002 Adversarial Instance Generation and Robust Training for Neural Combinatorial Optimization with Multiple Objectives. 2026 January abs/2601.01665 CoRR https://doi.org/10.48550/arXiv.2601.01665 db/journals/corr/corr2601.html#abs-2601-01665 streams/journals/corr

Mathieu Cherpitel Janne Luijten Thomas Bäck Camiel Verhamme Martijn Tannemaat Anna V. Kononova How does downsampling affect needle electromyography signals? A generalisable workflow for understanding downsampling effects on high-frequency time series. 2026 January abs/2601.10191 CoRR https://doi.org/10.48550/arXiv.2601.10191 db/journals/corr/corr2601.html#abs-2601-10191 streams/journals/corr

Urban Skvorc Niki van Stein Moritz Seiler Britta Grimme Thomas Bäck Heike Trautmann LLM Driven Design of Continuous Optimization Problems with Controllable High-level Properties. 2026 January abs/2601.18846 CoRR https://doi.org/10.48550/arXiv.2601.18846 db/journals/corr/corr2601.html#abs-2601-18846 streams/journals/corr

Niki van Stein Anna V. Kononova Lars Kotthoff Thomas Bäck LLaMEA-SAGE: Guiding Automated Algorithm Design with Structural Feedback from Explainable AI. 2026 January abs/2601.21511 CoRR https://doi.org/10.48550/arXiv.2601.21511 db/journals/corr/corr2601.html#abs-2601-21511 streams/journals/corr

Kirill A. Antonov Teus Tukker Tiago Botari Thomas H. W. Bäck Anna V. Kononova Niki van Stein Lens-descriptor guided evolutionary algorithm for optimization of complex optical systems with glass choice. 2026 January abs/2601.22075 CoRR https://doi.org/10.48550/arXiv.2601.22075 db/journals/corr/corr2601.html#abs-2601-22075 streams/journals/corr

Jelle Westra Iván Olarte Rodríguez Niki van Stein Thomas Bäck Elena Raponi Investigating the Interplay of Parameterization and Optimizer in Gradient-Free Topology Optimization: A Cantilever Beam Case Study. 2026 January abs/2601.22241 CoRR https://doi.org/10.48550/arXiv.2601.22241 db/journals/corr/corr2601.html#abs-2601-22241 streams/journals/corr

Haoran Yin Shuaiqun Pan Zhao Wei Jian Cheng Wong Yew-Soon Ong Anna V. Kononova Thomas Bäck Niki van Stein Landscape-aware Automated Algorithm Design: An Efficient Framework for Real-world Optimization. 2026 February abs/2602.04529 CoRR https://doi.org/10.48550/arXiv.2602.04529 db/journals/corr/corr2602.html#abs-2602-04529 streams/journals/corr

Iván Olarte Rodríguez Gokhan Serhat Mariusz Bujny Fabian Duddeck Thomas Bäck Elena Raponi Optimization is Not Enough: Why Problem Formulation Deserves Equal Attention. 2026 February abs/2602.05466 CoRR https://doi.org/10.48550/arXiv.2602.05466 db/journals/corr/corr2602.html#abs-2602-05466 streams/journals/corr

Jakub Kudela Niki van Stein Thomas Bäck Anna V. Kononova Structural bias in multi-objective optimisation. 2026 February abs/2602.06742 CoRR https://doi.org/10.48550/arXiv.2602.06742 db/journals/corr/corr2602.html#abs-2602-06742 streams/journals/corr

Francesca Da Ros Tarik Zaciragic Aske Plaat Thomas Bäck Niki van Stein Assessing Reproducibility in Evolutionary Computation: A Case Study using Human- and LLM-based Assessment. 2026 February abs/2602.07059 CoRR https://doi.org/10.48550/arXiv.2602.07059 db/journals/corr/corr2602.html#abs-2602-07059 streams/journals/corr

Annie Wong Aske Plaat Thomas Bäck Niki van Stein Anna V. Kononova State Design Matters: How Representations Shape Dynamic Reasoning in Large Language Models. 2026 February abs/2602.15858 CoRR https://doi.org/10.48550/arXiv.2602.15858 db/journals/corr/corr2602.html#abs-2602-15858 streams/journals/corr

Qi Huang Furong Ye Ananta Shahane Thomas Bäck Niki van Stein From Heuristic Selection to Automated Algorithm Design: LLMs Benefit from Strong Priors. 2026 March abs/2603.02792 CoRR https://doi.org/10.48550/arXiv.2603.02792 db/journals/corr/corr2603.html#abs-2603-02792 streams/journals/corr

Maarten C. Vonk Anna V. Kononova Thomas Bäck Tim Sweijs Multi-Agent Influence Diagrams to Hybrid Threat Modeling. 2026 March abs/2603.03526 CoRR https://doi.org/10.48550/arXiv.2603.03526 db/journals/corr/corr2603.html#abs-2603-03526 streams/journals/corr

Ksenia Pereverdieva Michael Emmerich 0001 André H. Deutz Hèrm Hofmeyer Tessa Ezendam Thomas Bäck An Alignment Method and a Dissimilarity Measure for 3D Building Spatial Designs. 195599-195610 2025 13 IEEE Access https://doi.org/10.1109/ACCESS.2025.3626145 db/journals/access/access13.html#PereverdievaEDHEB25 streams/journals/access

Lucas Correia Jan-Christoph Goos Thomas Bäck Anna V. Kononova PATH: A discrete-sequence dataset for evaluating online unsupervised anomaly detection approaches for multivariate time series. 100573 2025 42 Big Data Res. https://doi.org/10.1016/j.bdr.2025.100573 db/journals/bdr/bdr42.html#CorreiaGBK25 streams/journals/bdr

Yaochu Jin Thomas Bäck Conference Report on 2025 IEEE Congress on Evolutionary Computation (IEEE CEC 2025) [Conference Reports]. 9-13 2025 November 20 IEEE Comput. Intell. Mag. 4 https://doi.org/10.1109/MCI.2025.3601684 db/journals/cim/cim20.html#JinB25 streams/journals/cim

Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova Corrigendum to "Online model-based anomaly detection in multivariate time series: Taxonomy, survey, research challenges and future directions" [Eng. Appl. Artif. Intell. 138 (2024) 109323]. 110170 2025 145 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2025.110170 db/journals/eaai/eaai145.html#CorreiaGKBK25 streams/journals/eaai

Chen Chen 0123 Hongyi Wang 0010 Feng Liang 0001 Thomas Bäck Hao Wang 0025 A Multi-Form Optimization Framework for Analog Integrated Circuit Sizing. 7095-7108 2025 November 72 IEEE Trans. Circuits Syst. I Regul. Pap. 11 https://doi.org/10.1109/TCSI.2025.3572282 db/journals/tcasI/tcasI72.html#ChenWLBW25 streams/journals/tcasI

Niki van Stein Thomas Bäck LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics. 331-345 2025 April 29 IEEE Trans. Evol. Comput. 2 https://doi.org/10.1109/TEVC.2024.3497793 db/journals/tec/tec29.html#SteinB25 streams/journals/tec

Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr MA-BBOB: A Problem Generator for Black-Box Optimization Using Affine Combinations and Shifts. 1-19 2025 5 ACM Trans. Evol. Learn. Optim. 1 https://doi.org/10.1145/3673908 db/journals/telo/telo5.html#VermettenYBD25 streams/journals/telo

Niki van Stein Diederick Vermetten Anna V. Kononova Thomas Bäck Explainable Benchmarking for Iterative Optimization Heuristics. 13:1-13:30 2025 June 5 ACM Trans. Evol. Learn. Optim. 2 https://doi.org/10.1145/3716638 db/journals/telo/telo5.html#SteinVKB25 streams/journals/telo

Olivier Teytaud Mariia Zameshina Tom Sander Pierre Fernandez Furong Ye Laurent Najman Thomas Bäck Ismail Labiad Lognormal Mutations and their Use in Detecting Surreptitious Fake Images. 2025 2025 Trans. Mach. Learn. Res. https://openreview.net/forum?id=0RJvZY0h6O db/journals/tmlr/tmlr2025.html#TeytaudZSFYNBL25

Qi Huang Sofoklis Kitharidis Furong Ye Marius Ottolini Thomas Bäck Niki van Stein Gradient Free Multi-Objective Counterfactual Explainability for Multivariate Time Series Classification. 936-946 2025 IEEE Big Data https://doi.org/10.1109/BigData66926.2025.11400892 conf/bigdataconf/2025 db/conf/bigdataconf/bigdataconf2025.html#HuangKYOBS25 Shuaiqun Pan Diederick Vermetten Manuel López-Ibáñez 0001 Thomas Bäck Hao Wang 0025 Transfer Learning of Surrogate Models via Domain Affine Transformation Across Synthetic and Real-World Benchmarks. 1-8 2025 CEC https://doi.org/10.1109/CEC65147.2025.11042973 conf/cec/2025 db/conf/cec/cec2025.html#PanV0B025 Ksenia Pereverdieva André H. Deutz Tessa Ezendam Thomas Bäck Hèrm Hofmeyer Michael T. M. Emmerich Comparative Analysis of Indicators for Multi-objective Diversity Optimization. 58-71 2025 EMO (2) https://doi.org/10.1007/978-981-96-3538-2_5 conf/emo/2025-2 db/conf/emo/emo2025-2.html#PereverdievaDEBHE25 streams/conf/emo Diederick Vermetten Jeroen Rook Oliver Ludger Preuß Jacob de Nobel Carola Doerr Manuel López-Ibáñez 0001 Heike Trautmann Thomas Bäck MO-IOHinspector: Anytime Benchmarking of Multi-objective Algorithms Using IOHprofiler. 242-256 2025 EMO (1) https://doi.org/10.1007/978-981-96-3506-1_17 conf/emo/2025-1 db/conf/emo/emo2025-1.html#VermettenRPNDLTB25 streams/conf/emo Haoran Yin Anna V. Kononova Thomas Bäck Niki van Stein Controlling the Mutation in Large Language Models for the Efficient Evolution of Algorithms. 403-417 2025 EvoApplications (2) https://doi.org/10.1007/978-3-031-90065-5_25 conf/evoapps/2025-2 db/conf/evoapps/evoapps2025-2.html#YinKBS25 streams/conf/evoapps Annie Wong Thomas Bäck Aske Plaat Niki van Stein Anna V. Kononova Reasoning Capabilities of Large Language Models on Dynamic Tasks. 765-772 2025 FLLM https://doi.org/10.1109/FLLM67465.2025.11391251 conf/fllm/2025 db/conf/fllm/fllm2025.html#WongBPSK25 Niki van Stein Diederick Vermetten Anna V. Kononova Thomas Bäck Explainable Benchmarking for Iterative Optimization Heuristics. 79-80 2025 GECCO Companion https://doi.org/10.1145/3712255.3734245 conf/gecco/2025c db/conf/gecco/gecco2025c.html#SteinVKB25 Niki van Stein Thomas Bäck LLaMEA: Automatically Generating Metaheuristics with Large Language Models. 81-82 2025 GECCO Companion https://doi.org/10.1145/3712255.3734231 conf/gecco/2025c db/conf/gecco/gecco2025c.html#SteinB25 Shuaiqun Pan Yash J. Patel Aneta Neumann Frank Neumann 0001 Thomas Bäck Hao Wang 0025 Evolving Hard Maximum Cut Instances for Quantum Approximate Optimization Algorithms. 443-452 2025 GECCO https://doi.org/10.1145/3712256.3726415 conf/gecco/2025 db/conf/gecco/gecco2025.html#PanP0NBW25 Jacob de Nobel Diederick Vermetten Hao Wang 0025 Anna V. Kononova Günter Rudolph Thomas Bäck Abnormal Mutations: Evolution Strategies Don't Require Gaussianity. 701-709 2025 GECCO https://doi.org/10.1145/3712256.3726479 conf/gecco/2025 db/conf/gecco/gecco2025.html#NobelV0KRB25 Samuel Bonello Rachel G. de Jong Thomas H. W. Bäck Frank W. Takes Utility-aware Social Network Anonymization using Genetic Algorithms. 775-778 2025 GECCO Companion https://doi.org/10.1145/3712255.3726678 conf/gecco/2025c db/conf/gecco/gecco2025c.html#BonelloJBT25 Niki van Stein Anna V. Kononova Lars Kotthoff Thomas Bäck Code Evolution Graphs: Understanding Large Language Model Driven Design of Algorithms. 943-951 2025 GECCO https://doi.org/10.1145/3712256.3726328 conf/gecco/2025 db/conf/gecco/gecco2025.html#SteinKKB25 Carola Doerr Diederick Vermetten Jacob de Nobel Thomas Bäck Benchmarking single- and multi-objective optimization algorithms: how to make your experimental data more valuable. 1396-1407 2025 GECCO Companion https://doi.org/10.1145/3712255.3716544 conf/gecco/2025c db/conf/gecco/gecco2025c.html#DoerrVNB25 Niki van Stein Anna V. Kononova Haoran Yin Thomas Bäck BLADE: Benchmark suite for LLM-driven Automated Design and Evolution of iterative optimisation heuristics. 2336-2344 2025 GECCO Companion https://doi.org/10.1145/3712255.3734347 conf/gecco/2025c db/conf/gecco/gecco2025c.html#SteinKYB25 Haoran Yin Anna V. Kononova Thomas Bäck Niki van Stein Optimizing Photonic Structures with Large Language Model Driven Algorithm Discovery. 2354-2362 2025 GECCO Companion https://doi.org/10.1145/3712255.3734288 conf/gecco/2025c db/conf/gecco/gecco2025c.html#YinKBS25 Shuaiqun Pan Diederick Vermetten Manuel López-Ibáñez 0001 Thomas Bäck Hao Wang 0025 Transfer Learning of Surrogate Models: Integrating Domain Warping and Affine Transformations. 2481-2490 2025 GECCO Companion https://doi.org/10.1145/3712255.3734291 conf/gecco/2025c db/conf/gecco/gecco2025c.html#PanV0B025 Tobias Preintner Weixuan Yuan Adrian König Thomas Bäck Elena Raponi Niki van Stein EvoCAD: Evolutionary CAD Code Generation with Vision Language Models. 504-511 2025 ICTAI https://doi.org/10.1109/ICTAI66417.2025.00075 conf/ictai/2025 db/conf/ictai/ictai2025.html#PreintnerYKBRS25 streams/conf/ictai Matiss Kalnare Sofoklis Kitharidis Thomas Bäck Niki van Stein Mechanistic Interpretability for Transformer-Based Time Series Classification. 249-270 2025 IJCCI (3) https://doi.org/10.1007/978-3-032-15638-9_15 conf/ijcci/2025-3 db/conf/ijcci/ijcci2025-3.html#KalnareKBS25 Niki van Stein Haoran Yin Anna V. Kononova Thomas Bäck Gabriela Ochoa Behaviour Space Analysis of LLM-Driven Meta-Heuristic Discovery. 367-385 2025 IJCCI (2) https://doi.org/10.1007/978-3-032-15635-8_23 conf/ijcci/2025-2 db/conf/ijcci/ijcci2025-2.html#SteinYKBO25 Iván Olarte Rodríguez Gokhan Serhat Mariusz Bujny Fabian Duddeck Thomas Bäck Elena Raponi Optimization Is Not Enough: Why Problem Formulation Deserves Equal Attention. 563-585 2025 IJCCI (2) https://doi.org/10.1007/978-3-032-15635-8_34 conf/ijcci/2025-2 db/conf/ijcci/ijcci2025-2.html#RodriguezSBDBR25 Christiaan Lamers Ahmed Nabil Belbachir Thomas Bäck Niki van Stein Multi-subspace SVD Generators for Continual Learning. 706-722 2025 IJCCI (3) https://doi.org/10.1007/978-3-032-15638-9_42 conf/ijcci/2025-3 db/conf/ijcci/ijcci2025-3.html#LamersBBS25 Tobias Preintner Weixuan Yuan Qi Huang Adrian König Thomas Bäck Elena Raponi Niki van Stein Why Are You Wrong? Counterfactual Explanations for Language Grounding with 3D Objects. 1-9 2025 IJCNN https://doi.org/10.1109/IJCNN64981.2025.11227256 conf/ijcnn/2025 db/conf/ijcnn/ijcnn2025.html#PreintnerYHKBRS25 streams/conf/ijcnn Wei Liu Thomas Bäck Yingjie Fan 0002 Multi-action Sampling with Deep Reinforcement Learning for Traveling Salesman Problem. 129-141 2025 LION (2) https://doi.org/10.1007/978-3-032-09192-5_9 conf/lion/2025-2 db/conf/lion/lion2025-2.html#LiuBF25 streams/conf/lion Lucas Correia Jan-Christoph Goos Thomas Bäck Anna V. Kononova A Dataset for Evaluating Online Anomaly Detection Approaches for Discrete Multivariate Time Series. 2025 https://doi.org/10.5281/zenodo.14892756 Zenodo streams/repo/zenodo data/11/CorreiaGBK24a Shuaiqun Pan Diederick Vermetten Manuel López-Ibáñez 0001 Thomas Bäck Hao Wang 0025 Transfer Learning of Surrogate Models: Integrating Domain Warping and Affine Transformations (Supplementary Material). 2025 May https://doi.org/10.5281/zenodo.14837524 Zenodo streams/repo/zenodo

Shuaiqun Pan Diederick Vermetten Manuel López-Ibáñez 0001 Thomas Bäck Hao Wang 0025 Transfer Learning of Surrogate Models via Domain Affine Transformation Across Synthetic and Real-World Benchmarks. 2025 January abs/2501.14012 CoRR https://doi.org/10.48550/arXiv.2501.14012 db/journals/corr/corr2501.html#abs-2501-14012 streams/journals/corr

Georgios Andreadis Eduard Ruiz Munné Thomas H. W. Bäck Peter A. N. Bosman Tanja Alderliesten Multi-Objective Deep-Learning-based Biomechanical Deformable Image Registration with MOREA. 2025 January abs/2501.16525 CoRR https://doi.org/10.48550/arXiv.2501.16525 db/journals/corr/corr2501.html#abs-2501-16525 streams/journals/corr

Shuaiqun Pan Diederick Vermetten Manuel López-Ibáñez 0001 Thomas Bäck Hao Wang 0025 Transfer Learning of Surrogate Models: Integrating Domain Warping and Affine Transformations. 2025 January abs/2501.18344 CoRR https://doi.org/10.48550/arXiv.2501.18344 db/journals/corr/corr2501.html#abs-2501-18344 streams/journals/corr

Jacob de Nobel Diederick Vermetten Hao Wang 0025 Anna V. Kononova Günter Rudolph Thomas Bäck Abnormal Mutations: Evolution Strategies Don't Require Gaussianity. 2025 February abs/2502.03148 CoRR https://doi.org/10.48550/arXiv.2502.03148 db/journals/corr/corr2502.html#abs-2502-03148 streams/journals/corr

Shuaiqun Pan Yash J. Patel Aneta Neumann Frank Neumann 0001 Thomas Bäck Hao Wang 0025 Evolving Hard Maximum Cut Instances for Quantum Approximate Optimization Algorithms. 2025 February abs/2502.12012 CoRR https://doi.org/10.48550/arXiv.2502.12012 db/journals/corr/corr2502.html#abs-2502-12012 streams/journals/corr

Zhong Li 0002 Qi Huang Lincen Yang Jiayang Shi Zhao Yang Niki van Stein Thomas Bäck Matthijs van Leeuwen Diffusion Models for Tabular Data: Challenges, Current Progress, and Future Directions. 2025 February abs/2502.17119 CoRR https://doi.org/10.48550/arXiv.2502.17119 db/journals/corr/corr2502.html#abs-2502-17119 streams/journals/corr

Jiajie Fan Amal Trigui Andrea Bonfanti Felix Dietrich Thomas Bäck Hao Wang 0025 A Mesh Is Worth 512 Numbers: Spectral-domain Diffusion Modeling for High-dimension Shape Generation. 2025 March abs/2503.06485 CoRR https://doi.org/10.48550/arXiv.2503.06485 db/journals/corr/corr2503.html#abs-2503-06485 streams/journals/corr

Niki van Stein Anna V. Kononova Lars Kotthoff Thomas Bäck Code Evolution Graphs: Understanding Large Language Model Driven Design of Algorithms. 2025 March abs/2503.16668 CoRR https://doi.org/10.48550/arXiv.2503.16668 db/journals/corr/corr2503.html#abs-2503-16668 streams/journals/corr

Haoran Yin Anna V. Kononova Thomas Bäck Niki van Stein Optimizing Photonic Structures with Large Language Model Driven Algorithm Discovery. 2025 March abs/2503.19742 CoRR https://doi.org/10.48550/arXiv.2503.19742 db/journals/corr/corr2503.html#abs-2503-19742 streams/journals/corr

Samuel Bonello Rachel G. de Jong Thomas H. W. Bäck Frank W. Takes Utility-aware Social Network Anonymization using Genetic Algorithms. 2025 April abs/2504.05183 CoRR https://doi.org/10.48550/arXiv.2504.05183 db/journals/corr/corr2504.html#abs-2504-05183 streams/journals/corr

Niki van Stein Anna V. Kononova Haoran Yin Thomas Bäck BLADE: Benchmark suite for LLM-driven Automated Design and Evolution of iterative optimisation heuristics. 2025 April abs/2504.20183 CoRR https://doi.org/10.48550/arXiv.2504.20183 db/journals/corr/corr2504.html#abs-2504-20183 streams/journals/corr

Tobias Preintner Weixuan Yuan Qi Huang Adrian König Thomas Bäck Elena Raponi Niki van Stein Why Are You Wrong? Counterfactual Explanations for Language Grounding with 3D Objects. 2025 May abs/2505.06030 CoRR https://doi.org/10.48550/arXiv.2505.06030 db/journals/corr/corr2505.html#abs-2505-06030 streams/journals/corr

Annie Wong Thomas Bäck Aske Plaat Niki van Stein Anna V. Kononova Towards a Deeper Understanding of Reasoning Capabilities in Large Language Models. 2025 May abs/2505.10543 CoRR https://doi.org/10.48550/arXiv.2505.10543 db/journals/corr/corr2505.html#abs-2505-10543 streams/journals/corr

Dikshit Chauhan Bapi Dutta Indu Bala Niki van Stein Thomas Bäck Anupam Yadav Evolutionary Computation and Large Language Models: A Survey of Methods, Synergies, and Applications. 2025 May abs/2505.15741 CoRR https://doi.org/10.48550/arXiv.2505.15741 db/journals/corr/corr2505.html#abs-2505-15741 streams/journals/corr

Wenhu Li Niki van Stein Thomas Bäck Elena Raponi LLaMEA-BO: A Large Language Model Evolutionary Algorithm for Automatically Generating Bayesian Optimization Algorithms. 2025 May abs/2505.21034 CoRR https://doi.org/10.48550/arXiv.2505.21034 db/journals/corr/corr2505.html#abs-2505-21034 streams/journals/corr

Jacob de Nobel Jeroen J. Briaire Thomas H. W. Bäck Anna V. Kononova Johan H. M. Frijns From Spikes to Speech: NeuroVoc - A Biologically Plausible Vocoder Framework for Auditory Perception and Cochlear Implant Simulation. 2025 June abs/2506.03959 CoRR https://doi.org/10.48550/arXiv.2506.03959 db/journals/corr/corr2506.html#abs-2506-03959 streams/journals/corr

Paolo Ascia Elena Raponi Thomas Bäck Fabian Duddeck Feasibility-Driven Trust Region Bayesian Optimization. 2025 June abs/2506.14619 CoRR https://doi.org/10.48550/arXiv.2506.14619 db/journals/corr/corr2506.html#abs-2506-14619 streams/journals/corr

Christiaan Lamers Ahmed Nabil Belbachir Thomas Bäck Niki van Stein Leveraging Lightweight Generators for Memory Efficient Continual Learning. 2025 June abs/2506.19692 CoRR https://doi.org/10.48550/arXiv.2506.19692 db/journals/corr/corr2506.html#abs-2506-19692 streams/journals/corr

Niki van Stein Haoran Yin Anna V. Kononova Thomas Bäck Gabriela Ochoa Behaviour Space Analysis of LLM-driven Meta-heuristic Discovery. 2025 July abs/2507.03605 CoRR https://doi.org/10.48550/arXiv.2507.03605 db/journals/corr/corr2507.html#abs-2507-03605 streams/journals/corr

Lucas Correia Jan-Christoph Goos Thomas Bäck Anna V. Kononova DQS: A Low-Budget Query Strategy for Enhancing Unsupervised Data-driven Anomaly Detection Approaches. 2025 September abs/2509.05663 CoRR https://doi.org/10.48550/arXiv.2509.05663 db/journals/corr/corr2509.html#abs-2509-05663 streams/journals/corr

Tobias Preintner Weixuan Yuan Adrian König Thomas Bäck Elena Raponi Niki van Stein EvoCAD: Evolutionary CAD Code Generation with Vision Language Models. 2025 October abs/2510.11631 CoRR https://doi.org/10.48550/arXiv.2510.11631 db/journals/corr/corr2510.html#abs-2510-11631 streams/journals/corr

Sofoklis Kitharidis Cor J. Veenman Thomas Bäck Niki van Stein Visual Model Selection using Feature Importance Clusters in Fairness-Performance Similarity Optimized Space. 2025 October abs/2510.22209 CoRR https://doi.org/10.48550/arXiv.2510.22209 db/journals/corr/corr2510.html#abs-2510-22209 streams/journals/corr

Iván Olarte Rodríguez Maria Laura Santoni Fabian Duddeck Carola Doerr Thomas Bäck Elena Raponi MECHBench: A Set of Black-Box Optimization Benchmarks originated from Structural Mechanics. 2025 November abs/2511.10821 CoRR https://doi.org/10.48550/arXiv.2511.10821 db/journals/corr/corr2511.html#abs-2511-10821 streams/journals/corr

Anna V. Kononova Niki van Stein Olaf Mersmann Thomas Bäck Thomas Bartz-Beielstein Tobias Glasmachers Michael Hellwig Sebastian Krey Jakub Kudela Boris Naujoks Leonard Papenmeier Elena Raponi Quentin Renau Jeroen Rook Lennart Schäpermeier Diederick Vermetten Daniela Zaharie Benchmarking that Matters: Rethinking Benchmarking for Practical Impact. 2025 November abs/2511.12264 CoRR https://doi.org/10.48550/arXiv.2511.12264 db/journals/corr/corr2511.html#abs-2511-12264 streams/journals/corr

Robin van der Laag Hao Wang 0025 Thomas Bäck Yingjie Fan 0002 Center-Outward q-Dominance: A Sample-Computable Proxy for Strong Stochastic Dominance in Multi-Objective Optimisation. 2025 November abs/2511.12545 CoRR https://doi.org/10.48550/arXiv.2511.12545 db/journals/corr/corr2511.html#abs-2511-12545 streams/journals/corr

Roberta Tamponi Carina Prunkl Thomas Bäck Anna V. Kononova Lost in Vagueness: Towards Context-Sensitive Standards for Robustness Assessment under the EU AI Act. 2025 November abs/2511.15620 CoRR https://doi.org/10.48550/arXiv.2511.15620 db/journals/corr/corr2511.html#abs-2511-15620 streams/journals/corr

Niki van Stein Anna V. Kononova Thomas Bäck From Performance to Understanding: A Vision for Explainable Automated Algorithm Design. 2025 November abs/2511.16201 CoRR https://doi.org/10.48550/arXiv.2511.16201 db/journals/corr/corr2511.html#abs-2511-16201 streams/journals/corr

Matiss Kalnare Sofoklis Kitharidis Thomas Bäck Niki van Stein Mechanistic Interpretability for Transformer-based Time Series Classification. 2025 November abs/2511.21514 CoRR https://doi.org/10.48550/arXiv.2511.21514 db/journals/corr/corr2511.html#abs-2511-21514 streams/journals/corr

Mitra Baratchi Can Wang Steffen Limmer Jan N. van Rijn Holger H. Hoos Thomas Bäck Markus Olhofer Automated machine learning: past, present and future. 122 2024 May 57 Artif. Intell. Rev. 5 https://doi.org/10.1007/s10462-024-10726-1 db/journals/air/air57.html#BaratchiWLRHBO24

Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova Online model-based anomaly detection in multivariate time series: Taxonomy, survey, research challenges and future directions. 109323 2024 138 Eng. Appl. Artif. Intell. https://doi.org/10.1016/j.engappai.2024.109323 db/journals/eaai/eaai138.html#CorreiaGKBK24 streams/journals/eaai

Jacob de Nobel Furong Ye Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck IOHexperimenter: Benchmarking Platform for Iterative Optimization Heuristics. 205-210 2024 Fall 32 Evol. Comput. 3 https://doi.org/10.1162/evco_a_00342 db/journals/ec/ec32.html#NobelYVWDB24 streams/journals/ec

Charles Moussa Yash J. Patel Vedran Dunjko Thomas Bäck Jan N. van Rijn Hyperparameter importance and optimization of quantum neural networks across small datasets. 1941-1966 2024 April 113 Mach. Learn. 4 https://doi.org/10.1007/s10994-023-06389-8 db/journals/ml/ml113.html#MoussaPDBR24

Roy de Winter Bas Milatz Julian Blank Niki van Stein Thomas Bäck Kalyanmoy Deb Parallel multi-objective optimization for expensive and inexpensive objectives and constraints. 101508 2024 86 Swarm Evol. Comput. https://doi.org/10.1016/j.swevo.2024.101508 db/journals/swevo/swevo86.html#WinterMBSBD24

Fu Xing Long Bas van Stein Moritz Frenzel Peter Krause 0001 Markus Gitterle Thomas Bäck Generating Cheap Representative Functions for Expensive Automotive Crashworthiness Optimization. 9 2024 June 4 ACM Trans. Evol. Learn. Optim. 2 https://doi.org/10.1145/3646554 db/journals/telo/telo4.html#LongSFKGB24 streams/journals/telo

Wei Liu Thomas Bäck Yingjie Fan 0002 Cluster-Centric Local Search Strategies for Enhanced Multi-Objective Logistics Optimization. 1-8 2024 CEC https://doi.org/10.1109/CEC60901.2024.10612182 conf/cec/2024 db/conf/cec/cec2024.html#LiuBF24 Jiajie Fan Amal Trigui Thomas Bäck Hao Wang 0025 Enhancing Plausibility Evaluation for Generated Designs with Denoising Autoencoder. 88-105 2024 ECCV (78) https://doi.org/10.1007/978-3-031-73229-4_6 conf/eccv/2024-78 db/conf/eccv/eccv2024-78.html#FanTBW24 streams/conf/eccv Qi Huang Sofoklis Kitharidis Thomas Bäck Niki van Stein TX-Gen: Multi-Objective Optimization for Sparse Counterfactual Explanations for Time-Series Classification. 62-74 2024 EXPLAINS https://doi.org/10.5220/0013066400003886 conf/explains/2024 db/conf/explains/explains2024.html#HuangKBS24 Saba Sadeghi Ahouei Jacob de Nobel Aneta Neumann Thomas Bäck Frank Neumann 0001 Evolving Reliable Differentiating Constraints for the Chance-constrained Maximum Coverage Problem. 2024 GECCO https://doi.org/10.1145/3638529.3654181 conf/gecco/2024 db/conf/gecco/gecco2024.html#AhoueiNNB024 Kirill Antonov Roman Kalkreuth Kaifeng Yang Thomas Bäck Niki van Stein Anna V. Kononova A Functional Analysis Approach to Symbolic Regression. 2024 GECCO https://doi.org/10.1145/3638529.3654079 https://www.wikidata.org/entity/Q131111221 conf/gecco/2024 db/conf/gecco/gecco2024.html#AntonovKYBSK24 Carola Doerr Diederick Vermetten Jacob de Nobel Thomas Bäck Benchmarking and Analyzing Iterative Optimization Heuristics with IOHprofiler. 2024 GECCO Companion https://doi.org/10.1145/3638530.3648404 conf/gecco/2024c db/conf/gecco/gecco2024c.html#DoerrVNB24 791-799 Martijn Halsema Diederick Vermetten Thomas Bäck Niki van Stein A Critical Analysis of Raven Roost Optimization. 2024 GECCO Companion https://doi.org/10.1145/3638530.3664124 conf/gecco/2024c db/conf/gecco/gecco2024c.html#HalsemaVBS24 1993-2001 Roman Kalkreuth Thomas Bäck CGP++ : A Modern C++ Implementation of Cartesian Genetic Programming. 2024 GECCO https://doi.org/10.1145/3638529.3654092 https://www.wikidata.org/entity/Q130817025 conf/gecco/2024 db/conf/gecco/gecco2024.html#KalkreuthB24 Shuaiqun Pan Diederick Vermetten Manuel López-Ibáñez 0001 Thomas Bäck Hao Wang 0025 Transfer Learning of Surrogate Models via Domain Affine Transformation. 2024 GECCO https://doi.org/10.1145/3638529.3654032 conf/gecco/2024 db/conf/gecco/gecco2024.html#PanV0B024 Diederick Vermetten Carola Doerr Hao Wang 0025 Anna V. Kononova Thomas Bäck Large-Scale Benchmarking of Metaphor-Based Optimization Heuristics. 2024 GECCO https://doi.org/10.1145/3638529.3654122 https://www.wikidata.org/entity/Q130976893 conf/gecco/2024 db/conf/gecco/gecco2024.html#VermettenD0KB24 Roy de Winter Bas Milatz Julian Blank Niki van Stein Thomas Bäck Kalyanmoy Deb Hot off the Press: Parallel Multi-Objective Optimization for Expensive and Inexpensive Objectives and Constraints. 2024 GECCO Companion https://doi.org/10.1145/3638530.3664058 conf/gecco/2024c db/conf/gecco/gecco2024c.html#WinterMBSBD24 31-32 Roy de Winter Thomas Bäck Niki van Stein Modular Optimization Framework for Mixed Expensive and Inexpensive Real-World Problems. 2024 GECCO Companion https://doi.org/10.1145/3638530.3664133 conf/gecco/2024c db/conf/gecco/gecco2024c.html#WinterBS24 1715-1723 Furong Ye Frank Neumann 0001 Jacob de Nobel Aneta Neumann Thomas Bäck What Performance Indicators to Use for Self-Adaptation in Multi-Objective Evolutionary Algorithms. 2024 GECCO https://doi.org/10.1145/3638529.3654073 conf/gecco/2024 db/conf/gecco/gecco2024.html#Ye0NNB24 Jiajie Fan Laure Vuaille Thomas Bäck Hao Wang 0025 Adversarial Latent Autoencoder with Self-Attention for Structural Image Synthesis. 119-124 2024 CAI https://doi.org/10.1109/CAI59869.2024.00030 conf/ieeecai/2024 db/conf/ieeecai/ieeecai2024.html#FanVBW24 streams/conf/ieeecai Roy de Winter Fu Xing Long André Thomaser Thomas H. W. Bäck Niki van Stein Anna V. Kononova Landscape Analysis Based vs. Domain-Specific Optimization for Engineering Design Applications: A Clear Case. 776-781 2024 CAI https://doi.org/10.1109/CAI59869.2024.00148 conf/ieeecai/2024 db/conf/ieeecai/ieeecai2024.html#WinterLTBSK24 streams/conf/ieeecai Haoran Yin Diederick Vermetten Furong Ye Thomas H. W. Bäck Anna V. Kononova Impact of Spatial Transformations on Exploratory and Deep-Learning Based Landscape Features of CEC2022 Benchmark Suite. 60-71 2024 IJCCI https://doi.org/10.5220/0012933900003837 conf/ijcci/2024 db/conf/ijcci/ijcci2024.html#YinVYBK24 Jacob de Nobel Diederick Vermetten Thomas H. W. Bäck Anna V. Kononova Sampling in CMA-ES: Low Numbers of Low Discrepancy Points. 120-126 2024 IJCCI https://doi.org/10.5220/0013000900003837 conf/ijcci/2024 db/conf/ijcci/ijcci2024.html#NobelVBK24 Maarten C. Vonk Diederick Vermetten Jacob de Nobel Sebastiaan Brand Ninoslav Malekovic Thomas Bäck Alfons Laarman Anna V. Kononova Optimizing Causal Interventions in Hybrid Bayesian Networks - A Discretization, Knowledge Compilation, and Heuristic Optimization Approach. 245-256 2024 IPMU (1) https://doi.org/10.1007/978-3-031-74003-9_20 conf/ipmu/2024-1 db/conf/ipmu/ipmu2024-1.html#VonkVNBMBLK24 Maarten C. Vonk Sebastiaan Brand Ninoslav Malekovic Thomas Bäck Alfons Laarman Anna V. Kononova Balancing Computational Cost and Accuracy in Inference of Continuous Bayesian Networks. 361-381 2024 PGM https://proceedings.mlr.press/v246/vonk24a.html conf/pgm/2024 db/conf/pgm/pgm2024.html#VonkBMBLK24 streams/conf/pgm Diederick Vermetten Johannes Lengler Dimitri Rusin Thomas Bäck Carola Doerr Empirical Analysis of the Dynamic Binary Value Problem with IOHprofiler. 20-35 2024 PPSN (2) https://doi.org/10.1007/978-3-031-70068-2_2 conf/ppsn/2024-2 db/conf/ppsn/ppsn2024-2.html#VermettenLRBD24 streams/conf/ppsn Fu Xing Long Moritz Frenzel Peter Krause 0001 Markus Gitterle Thomas Bäck Niki van Stein Landscape-Aware Automated Algorithm Configuration Using Multi-output Mixed Regression and Classification. 87-104 2024 PPSN (2) https://doi.org/10.1007/978-3-031-70068-2_6 conf/ppsn/2024-2 db/conf/ppsn/ppsn2024-2.html#LongFKGBS24 streams/conf/ppsn Jacob de Nobel Diederick Vermetten Anna V. Kononova Ofer M. Shir Thomas Bäck Avoiding Redundant Restarts in Multimodal Global Optimization. 268-283 2024 PPSN (2) https://doi.org/10.1007/978-3-031-70068-2_17 conf/ppsn/2024-2 db/conf/ppsn/ppsn2024-2.html#NobelVKSB24 streams/conf/ppsn Michael Affenzeller Stephan M. Winkler Anna V. Kononova Heike Trautmann Tea Tusar Penousal Machado Thomas Bäck Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part I PPSN (1) Springer 2024 Lecture Notes in Computer Science 15148 978-3-031-70054-5 978-3-031-70055-2 https://doi.org/10.1007/978-3-031-70055-2 db/conf/ppsn/ppsn2024-1.html Michael Affenzeller Stephan M. Winkler Anna V. Kononova Heike Trautmann Tea Tusar Penousal Machado Thomas Bäck Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part II PPSN (2) Springer 2024 Lecture Notes in Computer Science 15149 978-3-031-70067-5 978-3-031-70068-2 https://doi.org/10.1007/978-3-031-70068-2 db/conf/ppsn/ppsn2024-2.html Michael Affenzeller Stephan M. Winkler Anna V. Kononova Heike Trautmann Tea Tusar Penousal Machado Thomas Bäck Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part III PPSN (3) Springer 2024 Lecture Notes in Computer Science 15150 978-3-031-70070-5 978-3-031-70071-2 https://doi.org/10.1007/978-3-031-70071-2 db/conf/ppsn/ppsn2024-3.html Michael Affenzeller Stephan M. Winkler Anna V. Kononova Heike Trautmann Tea Tusar Penousal Machado Thomas Bäck Parallel Problem Solving from Nature - PPSN XVIII - 18th International Conference, PPSN 2024, Hagenberg, Austria, September 14-18, 2024, Proceedings, Part IV PPSN (4) Springer 2024 Lecture Notes in Computer Science 15151 978-3-031-70084-2 978-3-031-70085-9 https://doi.org/10.1007/978-3-031-70085-9 db/conf/ppsn/ppsn2024-4.html Diederick Vermetten Carola Doerr Hao Wang 0025 Anna V. Kononova Thomas Bäck Large-Scale Benchmarking of Metaphor-Based Optimization Heuristics - Reproducibility Files. 2024 January https://doi.org/10.5281/zenodo.10561215 Zenodo streams/repo/zenodo Diederick Vermetten Johannes Lengler Dimitri Rusin Thomas Bäck Carola Doerr Benchmarking Dynamic Binary Value Problems with IOHprofiler - Reproducibility files. 2024 April https://doi.org/10.5281/zenodo.10964455 Zenodo streams/repo/zenodo Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr MA-BBOB - Reproducibility and Additional Data. 2024 May https://doi.org/10.5281/zenodo.11354744 Zenodo streams/repo/zenodo data/10/VermettenYBD23a Lucas Correia Jan-Christoph Goos Thomas Bäck Anna V. Kononova A Dataset for Evaluating Online Anomaly Detection Approaches for Discrete Multivariate Time Series. 2024 https://doi.org/10.5281/zenodo.13255121 Zenodo streams/repo/zenodo data/11/CorreiaGBK24a Jacob de Nobel Diederick Vermetten Anna V. Kononova Thomas Bäck Sampling in CMA-ES: Low Numbers of Low Discrepancy Points. 2024 July https://doi.org/10.5281/zenodo.12756059 Zenodo streams/repo/zenodo Niki van Stein Thomas Bäck LLaMEA. 2024 September https://doi.org/10.5281/zenodo.13842144 Zenodo streams/repo/zenodo Niki van Stein Diederick Vermetten Anna V. Kononova Thomas Bäck IOH-Xplainer - code, experiments and results. 2024 November https://doi.org/10.5281/zenodo.14226364 Zenodo streams/repo/zenodo Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr MA-BBOB - Reproducibility and Additional Data. 2024 June https://doi.org/10.5281/zenodo.11547124 Zenodo streams/repo/zenodo data/10/VermettenYBD23a

Niki van Stein Diederick Vermetten Anna V. Kononova Thomas Bäck Explainable Benchmarking for Iterative Optimization Heuristics. 2024 abs/2401.17842 CoRR https://doi.org/10.48550/arXiv.2401.17842 db/journals/corr/corr2401.html#abs-2401-17842

Qi Huang Wei Chen 0072 Thomas Bäck Niki van Stein Shapelet-based Model-agnostic Counterfactual Local Explanations for Time Series Classification. 2024 abs/2402.01343 CoRR https://doi.org/10.48550/arXiv.2402.01343 db/journals/corr/corr2402.html#abs-2402-01343

Kirill Antonov Roman Kalkreuth Kaifeng Yang Thomas Bäck Niki van Stein Anna V. Kononova A Functional Analysis Approach to Symbolic Regression. 2024 abs/2402.06299 CoRR https://doi.org/10.48550/arXiv.2402.06299 db/journals/corr/corr2402.html#abs-2402-06299

Annie Wong Jacob de Nobel Thomas Bäck Aske Plaat Anna V. Kononova Solving Deep Reinforcement Learning Benchmarks with Linear Policy Networks. 2024 abs/2402.06912 CoRR https://doi.org/10.48550/arXiv.2402.06912 db/journals/corr/corr2402.html#abs-2402-06912

Haoran Yin Diederick Vermetten Furong Ye Thomas H. W. Bäck Anna V. Kononova Impact of spatial transformations on landscape features of CEC2022 basic benchmark problems. 2024 abs/2402.07654 CoRR https://doi.org/10.48550/arXiv.2402.07654 db/journals/corr/corr2402.html#abs-2402-07654

Diederick Vermetten Carola Doerr Hao Wang 0025 Anna V. Kononova Thomas Bäck Large-scale Benchmarking of Metaphor-based Optimization Heuristics. 2024 abs/2402.09800 CoRR https://doi.org/10.48550/arXiv.2402.09800 db/journals/corr/corr2402.html#abs-2402-09800

Jiajie Fan Amal Trigui Thomas Bäck Hao Wang 0025 Enhancing Plausibility Evaluation for Generated Designs with Denoising Autoencoder. 2024 abs/2403.05352 CoRR https://doi.org/10.48550/arXiv.2403.05352 db/journals/corr/corr2403.html#abs-2403-05352

Diederick Vermetten Johannes Lengler Dimitri Rusin Thomas Bäck Carola Doerr Empirical Analysis of the Dynamic Binary Value Problem with IOHprofiler. 2024 abs/2404.15837 CoRR https://doi.org/10.48550/arXiv.2404.15837 db/journals/corr/corr2404.html#abs-2404-15837

Jacob de Nobel Diederick Vermetten Anna V. Kononova Ofer M. Shir Thomas Bäck Avoiding Redundant Restarts in Multimodal Global Optimization. 2024 abs/2405.01226 CoRR https://doi.org/10.48550/arXiv.2405.01226 db/journals/corr/corr2405.html#abs-2405-01226

Christian Internò Elena Raponi Niki van Stein Thomas Bäck Markus Olhofer Yaochu Jin Barbara Hammer Automated Federated Learning via Informed Pruning. 2024 abs/2405.10271 CoRR https://doi.org/10.48550/arXiv.2405.10271 db/journals/corr/corr2405.html#abs-2405-10271

Saba Sadeghi Ahouei Jacob de Nobel Aneta Neumann Thomas Bäck Frank Neumann 0001 Evolving Reliable Differentiating Constraints for the Chance-constrained Maximum Coverage Problem. 2024 abs/2405.18772 CoRR https://doi.org/10.48550/arXiv.2405.18772 db/journals/corr/corr2405.html#abs-2405-18772

Niki van Stein Thomas Bäck LLaMEA: A Large Language Model Evolutionary Algorithm for Automatically Generating Metaheuristics. 2024 abs/2405.20132 CoRR https://doi.org/10.48550/arXiv.2405.20132 db/journals/corr/corr2405.html#abs-2405-20132

Roman Kalkreuth Thomas Bäck CGP++ : A Modern C++ Implementation of Cartesian Genetic Programming. 2024 abs/2406.09038 CoRR https://doi.org/10.48550/arXiv.2406.09038 db/journals/corr/corr2406.html#abs-2406-09038

Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova TeVAE: A Variational Autoencoder Approach for Discrete Online Anomaly Detection in Variable-state Multivariate Time-series Data. 2024 abs/2407.06849 CoRR https://doi.org/10.48550/arXiv.2407.06849 db/journals/corr/corr2407.html#abs-2407-06849 streams/journals/corr

Aske Plaat Annie Wong Suzan Verberne Joost Broekens Niki van Stein Thomas Bäck Reasoning with Large Language Models, a Survey. 2024 abs/2407.11511 CoRR https://doi.org/10.48550/arXiv.2407.11511 db/journals/corr/corr2407.html#abs-2407-11511 streams/journals/corr

Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions. 2024 abs/2408.03747 CoRR https://doi.org/10.48550/arXiv.2408.03747 db/journals/corr/corr2408.html#abs-2408-03747 streams/journals/corr

Fu Xing Long Moritz Frenzel Peter Krause 0001 Markus Gitterle Thomas Bäck Niki van Stein Landscape-Aware Automated Algorithm Configuration using Multi-output Mixed Regression and Classification. 2024 abs/2409.01446 CoRR https://doi.org/10.48550/arXiv.2409.01446 db/journals/corr/corr2409.html#abs-2409-01446 streams/journals/corr

Qi Huang Sofoklis Kitharidis Thomas Bäck Niki van Stein TX-Gen: Multi-Objective Optimization for Sparse Counterfactual Explanations for Time-Series Classification. 2024 abs/2409.09461 CoRR https://doi.org/10.48550/arXiv.2409.09461 db/journals/corr/corr2409.html#abs-2409-09461 streams/journals/corr

Ismail Labiad Thomas Bäck Pierre Fernandez Laurent Najman Tom Sander Furong Ye Mariia Zameshina Olivier Teytaud Log-normal Mutations and their Use in Detecting Surreptitious Fake Images. 2024 abs/2409.15119 CoRR https://doi.org/10.48550/arXiv.2409.15119 db/journals/corr/corr2409.html#abs-2409-15119 streams/journals/corr

Jacob de Nobel Diederick Vermetten Thomas H. W. Bäck Anna V. Kononova Sampling in CMA-ES: Low Numbers of Low Discrepancy Points. 2024 abs/2409.15941 CoRR https://doi.org/10.48550/arXiv.2409.15941 db/journals/corr/corr2409.html#abs-2409-15941 streams/journals/corr

Kirill A. Antonov Marijn Siemons Niki van Stein Thomas H. W. Bäck Ralf Kohlhaas Anna V. Kononova Selection of Filters for Photonic Crystal Spectrometer Using Domain-Aware Evolutionary Algorithms. 2024 abs/2410.13657 CoRR https://doi.org/10.48550/arXiv.2410.13657 db/journals/corr/corr2410.html#abs-2410-13657 streams/journals/corr

Niki van Stein Diederick Vermetten Thomas Bäck In-the-loop Hyper-Parameter Optimization for LLM-Based Automated Design of Heuristics. 2024 abs/2410.16309 CoRR https://doi.org/10.48550/arXiv.2410.16309 db/journals/corr/corr2410.html#abs-2410-16309 streams/journals/corr

Ksenia Pereverdieva André H. Deutz Tessa Ezendam Thomas Bäck Hèrm Hofmeyer Michael T. M. Emmerich Comparative Analysis of Indicators for Multiobjective Diversity Optimization. 2024 abs/2410.18900 CoRR https://doi.org/10.48550/arXiv.2410.18900 db/journals/corr/corr2410.html#abs-2410-18900 streams/journals/corr

Jiajie Fan Babak Gholami Thomas Bäck Hao Wang 0025 NeuroNURBS: Learning Efficient Surface Representations for 3D Solids. 2024 abs/2411.10848 CoRR https://doi.org/10.48550/arXiv.2411.10848 db/journals/corr/corr2411.html#abs-2411-10848 streams/journals/corr

Lucas Correia Jan-Christoph Goos Thomas Bäck Anna V. Kononova A Dataset for Evaluating Online Anomaly Detection Approaches for Discrete Multivariate Time Series. 2024 abs/2411.13951 CoRR https://doi.org/10.48550/arXiv.2411.13951 db/journals/corr/corr2411.html#abs-2411-13951 streams/journals/corr

Haoran Yin Anna V. Kononova Thomas Bäck Niki van Stein Controlling the Mutation in Large Language Models for the Efficient Evolution of Algorithms. 2024 abs/2412.03250 CoRR https://doi.org/10.48550/arXiv.2412.03250 db/journals/corr/corr2412.html#abs-2412-03250 streams/journals/corr

Diederick Vermetten Jeroen Rook Oliver Ludger Preuß Jacob de Nobel Carola Doerr Manuel López-Ibáñez 0001 Heike Trautmann Thomas Bäck MO-IOHinspector: Anytime Benchmarking of Multi-Objective Algorithms using IOHprofiler. 2024 abs/2412.07444 CoRR https://doi.org/10.48550/arXiv.2412.07444 db/journals/corr/corr2412.html#abs-2412-07444 streams/journals/corr

Annie Wong Thomas Bäck Anna V. Kononova Aske Plaat Deep multiagent reinforcement learning: challenges and directions. 5023-5056 2023 June 56 Artif. Intell. Rev. 6 https://doi.org/10.1007/s10462-022-10299-x db/journals/air/air56.html#WongBKP23

Maarten C. Vonk Ninoslav Malekovic Thomas Bäck Anna V. Kononova Disentangling causality: assumptions in causal discovery and inference. 10613-10649 2023 September 56 Artif. Intell. Rev. 9 https://doi.org/10.1007/s10462-023-10411-9 https://www.wikidata.org/entity/Q130416734 db/journals/air/air56.html#VonkMBK23

Alexander Zeiser Bekir Özcan Christoph Kracke Bas van Stein Thomas Bäck A data-centric approach to anomaly detection in layer-based additive manufacturing. 81-89 2023 71 Autom. 1 https://doi.org/10.1515/auto-2022-0104 db/journals/at/at71.html#ZeiserOKSB23

Alexander Zeiser Bekir Özcan Bas van Stein Thomas Bäck Evaluation of deep unsupervised anomaly detection methods with a data-centric approach for on-line inspection. 103852 2023 April 146 Comput. Ind. https://doi.org/10.1016/j.compind.2023.103852 db/journals/cii/cii146.html#ZeiserOSB23

Haotian Zhang Jianyong Sun Thomas Bäck Qingfu Zhang 0001 Zongben Xu Controlling Sequential Hybrid Evolutionary Algorithm by Q-Learning [Research Frontier] [Research Frontier]. 84-103 2023 February 18 IEEE Comput. Intell. Mag. 1 https://doi.org/10.1109/MCI.2022.3222057 db/journals/cim/cim18.html#ZhangSBZX23

Xishu Li Maurits de Groot Thomas Bäck Using forecasting to evaluate the impact of COVID-19 on passenger air transport demand. 394-409 2023 August 54 Decis. Sci. 4 https://doi.org/10.1111/deci.12549 db/journals/dsj/dsj54.html#LiGB23

Thomas H. W. Bäck Anna V. Kononova Bas van Stein Hao Wang 0025 Kirill A. Antonov Roman T. Kalkreuth Jacob de Nobel Diederick Vermetten Roy de Winter Furong Ye Evolutionary Algorithms for Parameter Optimization - Thirty Years Later. 81-122 2023 Summer 31 Evol. Comput. 2 https://doi.org/10.1162/evco_a_00325 db/journals/ec/ec31.html#BackKSWAKNVWY23

Zhengtian Ai Ingo Heinle Christian Schelske Hao Wang 0025 Peter Krause 0001 Thomas Bäck Classification-based process parameter recommendation in sheet metal forming. 100458 2023 August 34 J. Ind. Inf. Integr. https://doi.org/10.1016/j.jii.2023.100458 db/journals/jiii/jiii34.html#AiHSWKB23

Dani Irawan Boris Naujoks Thomas Bäck Michael Emmerich 0001 Dominance-based variable analysis for large-scale multi-objective problems. 243-257 2023 June 22 Nat. Comput. 2 https://doi.org/10.1007/s11047-022-09910-5 db/journals/nc/nc22.html#IrawanNBE23

Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr MA-BBOB: Many-Affine Combinations of BBOB Functions for Evaluating AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts. 7/1-14 2023 AutoML https://proceedings.mlr.press/v224/vermetten23a.html conf/automl/2023 db/conf/automl/automl2023.html#VermettenYBD23 Frank Neumann 0001 Aneta Neumann Chao Qian 0001 Anh Viet Do Jacob de Nobel Diederick Vermetten Saba Sadeghi Ahouei Furong Ye Hao Wang 0025 Thomas Bäck Benchmarking Algorithms for Submodular Optimization Problems Using IOHProfiler. 1-9 2023 CEC https://doi.org/10.1109/CEC53210.2023.10254181 conf/cec/2023 db/conf/cec/cec2023.html#NeumannNQDNVAYWB23 David Von Dollen Reuben Brasher Florian Neukart Thomas Bäck Hyperparameter Optimization and Neuroevolution with Binary Quadratic Meta-heuristics and Evolution Strategies. 536-540 2023 CiSt https://doi.org/10.1109/CiSt56084.2023.10409984 conf/cist/2023 db/conf/cist/cist2023.html#DollenBNB23 Ksenia Pereverdieva Michael Emmerich 0001 André H. Deutz Tessa Ezendam Thomas Bäck Hèrm Hofmeyer The Prism-Net Search Space Representation for Multi-objective Building Spatial Design. 476-489 2023 EMO https://doi.org/10.1007/978-3-031-27250-9_34 conf/emo/2023 db/conf/emo/emo2023.html#PereverdievaEDEBH23 Divyam Aggarwal Dhish Kumar Saxena Thomas Bäck Michael Emmerich 0001 Real-World Airline Crew Pairing Optimization: Customized Genetic Algorithm Versus Column Generation Method. 518-531 2023 EMO https://doi.org/10.1007/978-3-031-27250-9_37 conf/emo/2023 db/conf/emo/emo2023.html#AggarwalSBE23 André Thomaser Marc-Eric Vogt Anna V. Kononova Thomas Bäck Transfer of Multi-objectively Tuned CMA-ES Parameters to a Vehicle Dynamics Problem. 546-560 2023 EMO https://doi.org/10.1007/978-3-031-27250-9_39 conf/emo/2023 db/conf/emo/emo2023.html#ThomaserVKB23 Sebastiaan Brand Thomas Bäck Alfons Laarman A Decision Diagram Operation for Reachability. 514-532 2023 FM https://doi.org/10.1007/978-3-031-27481-7_29 conf/fm/2023 db/conf/fm/fm2023.html#BrandBL23 Kirill A. Antonov Anna V. Kononova Thomas Bäck Niki van Stein Curing ill-Conditionality via Representation-Agnostic Distance-Driven Perturbations. 15-26 2023 FOGA https://doi.org/10.1145/3594805.3607138 conf/foga/2023 db/conf/foga/foga2023.html#AntonovKBS23 Roman Kalkreuth Zdenek Vasícek Jakub Husa Diederick Vermetten Furong Ye Thomas Bäck General Boolean Function Benchmark Suite. 84-95 2023 FOGA https://doi.org/10.1145/3594805.3607131 conf/foga/2023 db/conf/foga/foga2023.html#KalkreuthVHVYB23 Bas van Stein Fu Xing Long Moritz Frenzel Peter Krause 0001 Markus Gitterle Thomas Bäck DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis. 515-518 2023 GECCO Companion https://doi.org/10.1145/3583133.3590609 conf/gecco/2023c db/conf/gecco/gecco2023c.html#SteinLF0GB23 Roman Kalkreuth Zdenek Vasícek Jakub Husa Diederick Vermetten Furong Ye Thomas Bäck Towards a General Boolean Function Benchmark Suite. 591-594 2023 GECCO Companion https://doi.org/10.1145/3583133.3590685 conf/gecco/2023c db/conf/gecco/gecco2023c.html#KalkreuthVHVYB23 André Thomaser Jacob de Nobel Diederick Vermetten Furong Ye Thomas Bäck Anna V. Kononova When to be Discrete: Analyzing Algorithm Performance on Discretized Continuous Problems. 856-863 2023 GECCO https://doi.org/10.1145/3583131.3590410 https://www.wikidata.org/entity/Q130922246 conf/gecco/2023 db/conf/gecco/gecco2023.html#ThomaserNVYBK23 Diederick Vermetten Fabio Caraffini Anna V. Kononova Thomas Bäck Modular Differential Evolution. 864-872 2023 GECCO https://doi.org/10.1145/3583131.3590417 conf/gecco/2023 db/conf/gecco/gecco2023.html#VermettenCKB23 Carola Doerr Hao Wang 0025 Diederick Vermetten Thomas Bäck Jacob de Nobel Furong Ye Benchmarking and analyzing iterative optimization heuristics with IOHprofiler. 938-945 2023 GECCO Companion https://doi.org/10.1145/3583133.3595057 conf/gecco/2023c db/conf/gecco/gecco2023c.html#DoerrWVBNY23 Christiaan Lamers René Vidal Nabil Belbachir Niki van Stein Thomas Bäck Paris Giampouras Clustering-based Domain-Incremental Learning. 3376-3384 2023 ICCV (Workshops) https://doi.org/10.1109/ICCVW60793.2023.00363 conf/iccvw/2023 db/conf/iccvw/iccvw2023.html#LamersVBSBG23 Qi Huang Thomas Bäck Niki van Stein Application of Functional Kernel Hypothesis Testing for Channel Selection in Time Series Classification. 245-247 2023 CAI https://doi.org/10.1109/CAI54212.2023.00111 conf/ieeecai/2023 db/conf/ieeecai/ieeecai2023.html#HuangBS23 streams/conf/ieeecai Niki van Stein Roy de Winter Thomas Bäck Anna V. Kononova AI for Expensive Optimization Problems in Industry. 251-254 2023 CAI https://doi.org/10.1109/CAI54212.2023.00113 conf/ieeecai/2023 db/conf/ieeecai/ieeecai2023.html#SteinWBK23 streams/conf/ieeecai André Thomaser Marc-Eric Vogt Thomas Bäck Anna V. Kononova Real-World Optimization Benchmark from Vehicle Dynamics: Specification of Problems in 2D and Methodology for Transferring (Meta-)Optimized Algorithm Parameters. 31-40 2023 IJCCI https://doi.org/10.5220/0012158000003595 conf/ijcci/2023 db/conf/ijcci/ijcci2023.html#ThomaserVBK23 Fu Xing Long Diederick Vermetten Anna V. Kononova Roman Kalkreuth Kaifeng Yang Thomas Bäck Niki van Stein Challenges of ELA-Guided Function Evolution Using Genetic Programming. 119-130 2023 IJCCI https://doi.org/10.5220/0012206200003595 conf/ijcci/2023 db/conf/ijcci/ijcci2023.html#LongVKKYBS23 André Thomaser Marc-Eric Vogt Thomas Bäck Anna V. Kononova Optimizing CMA-ES with CMA-ES. 214-221 2023 IJCCI https://doi.org/10.5220/0012179400003595 conf/ijcci/2023 db/conf/ijcci/ijcci2023.html#ThomaserVBK23a Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova MA-VAE: Multi-Head Attention-Based Variational Autoencoder Approach for Anomaly Detection in Multivariate Time-Series Applied to Automotive Endurance Powertrain Testing. 407-418 2023 IJCCI https://doi.org/10.5220/0012163100003595 conf/ijcci/2023 db/conf/ijcci/ijcci2023.html#CorreiaGKBK23 Waheeda Saib Xavier Bonet-Monroig Vedran Dunjko Ivano Tavernelli Thomas Bäck Hao Wang 0025 Benchmarking Adaptive Quantum Circuit Optimization Algorithms for Quantum Chemistry. 83-88 2023 QCE https://doi.org/10.1109/QCE57702.2023.10188 conf/qce/2023 db/conf/qce/qce2023.html#SaibBDTBW23 Charles Moussa Hao Wang 0025 Mauricio Araya-Polo Thomas Bäck Vedran Dunjko Application of quantum-inspired generative models to small molecular datasets. 342-348 2023 QCE https://doi.org/10.1109/QCE57702.2023.00046 conf/qce/2023 db/conf/qce/qce2023.html#MoussaWABD23 Fu Xing Long Diederick Vermetten Anna V. Kononova Roman Kalkreuth Kaifeng Yang Thomas Bäck Niki van Stein Challenges of ELA-based Function Evolution using Genetic Programming - Reproducability files. 2023 May https://doi.org/10.5281/zenodo.7896138 Zenodo streams/repo/zenodo Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr MA-BBOB - Reproducibility and Additional Data. 2023 December https://doi.org/10.5281/zenodo.10376912 Zenodo data/10/VermettenYBD23a streams/repo/zenodo André Thomaser Marc-Eric Vogt Thomas Bäck Anna V. Kononova Real-world Optimization Benchmark from Vehicle Dynamics - Data and Code. 2023 November https://doi.org/10.5281/zenodo.8307853 Zenodo streams/repo/zenodo

Frank Neumann 0001 Aneta Neumann Chao Qian 0001 Anh Viet Do Jacob de Nobel Diederick Vermetten Saba Sadeghi Ahouei Furong Ye Hao Wang 0025 Thomas Bäck Benchmarking Algorithms for Submodular Optimization Problems Using IOHProfiler. 2023 abs/2302.01464 CoRR https://doi.org/10.48550/arXiv.2302.01464 db/journals/corr/corr2302.html#abs-2302-01464

Furong Ye Frank Neumann 0001 Jacob de Nobel Aneta Neumann Thomas Bäck What Performance Indicators to Use for Self-Adaptation in Multi-Objective Evolutionary Algorithms. 2023 abs/2303.04611 CoRR https://doi.org/10.48550/arXiv.2303.04611 db/journals/corr/corr2303.html#abs-2303-04611

Bas van Stein Fu Xing Long Moritz Frenzel Peter Krause 0001 Markus Gitterle Thomas Bäck DoE2Vec: Deep-learning Based Features for Exploratory Landscape Analysis. 2023 abs/2304.01219 CoRR https://doi.org/10.48550/arXiv.2304.01219 db/journals/corr/corr2304.html#abs-2304-01219

Diederick Vermetten Fabio Caraffini Anna V. Kononova Thomas Bäck Modular Differential Evolution. 2023 abs/2304.09524 CoRR https://doi.org/10.48550/arXiv.2304.09524 db/journals/corr/corr2304.html#abs-2304-09524

Charles Moussa Hao Wang 0025 Mauricio Araya-Polo Thomas Bäck Vedran Dunjko Application of quantum-inspired generative models to small molecular datasets. 2023 abs/2304.10867 CoRR https://doi.org/10.48550/arXiv.2304.10867 db/journals/corr/corr2304.html#abs-2304-10867

André Thomaser Jacob de Nobel Diederick Vermetten Furong Ye Thomas Bäck Anna V. Kononova When to be Discrete: Analyzing Algorithm Performance on Discretized Continuous Problems. 2023 abs/2304.13117 CoRR https://doi.org/10.48550/arXiv.2304.13117 db/journals/corr/corr2304.html#abs-2304-13117

Fu Xing Long Diederick Vermetten Anna V. Kononova Roman Kalkreuth Kaifeng Yang Thomas Bäck Niki van Stein Challenges of ELA-guided Function Evolution using Genetic Programming. 2023 abs/2305.15245 CoRR https://doi.org/10.48550/arXiv.2305.15245 db/journals/corr/corr2305.html#abs-2305-15245

Kirill Antonov Anna V. Kononova Thomas Bäck Niki van Stein Representation-agnostic distance-driven perturbation for optimizing ill-conditioned problems. 2023 abs/2306.02985 CoRR https://doi.org/10.48550/arXiv.2306.02985 db/journals/corr/corr2306.html#abs-2306-02985

Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr MA-BBOB: Many-Affine Combinations of BBOB Functions for Evaluating AutoML Approaches in Noiseless Numerical Black-Box Optimization Contexts. 2023 abs/2306.10627 CoRR https://doi.org/10.48550/arXiv.2306.10627 db/journals/corr/corr2306.html#abs-2306-10627

Jiajie Fan Laure Vuaille Hao Wang 0025 Thomas Bäck Adversarial Latent Autoencoder with Self-Attention for Structural Image Synthesis. 2023 abs/2307.10166 CoRR https://doi.org/10.48550/arXiv.2307.10166 db/journals/corr/corr2307.html#abs-2307-10166

Lucas Correia Jan-Christoph Goos Philipp Klein Thomas Bäck Anna V. Kononova MA-VAE: Multi-head Attention-based Variational Autoencoder Approach for Anomaly Detection in Multivariate Time-series Applied to Automotive Endurance Powertrain Testing. 2023 abs/2309.02253 CoRR https://doi.org/10.48550/arXiv.2309.02253 db/journals/corr/corr2309.html#abs-2309-02253

Christiaan Lamers René Vidal Ahmed Nabil Belbachir Niki van Stein Thomas Bäck Paris Giampouras Clustering-based Domain-Incremental Learning. 2023 abs/2309.12078 CoRR https://doi.org/10.48550/arXiv.2309.12078 db/journals/corr/corr2309.html#abs-2309-12078

Jiajie Fan Laure Vuaille Thomas Bäck Hao Wang 0025 On the Noise Scheduling for Generating Plausible Designs with Diffusion Models. 2023 abs/2311.11207 CoRR https://doi.org/10.48550/arXiv.2311.11207 db/journals/corr/corr2311.html#abs-2311-11207

Diederick Vermetten Furong Ye Thomas Bäck Carola Doerr MA-BBOB: A Problem Generator for Black-Box Optimization Using Affine Combinations and Shifts. 2023 abs/2312.11083 CoRR https://doi.org/10.48550/arXiv.2312.11083 db/journals/corr/corr2312.html#abs-2312-11083

Duc Anh Nguyen Anna V. Kononova Stefan Menzel Bernhard Sendhoff Thomas Bäck An Efficient Contesting Procedure for AutoML Optimization. 75754-75771 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3192036 db/journals/access/access10.html#NguyenKMSB22

Bas van Stein Elena Raponi Zahra Sadeghi Niek Bouman Roeland C. H. J. van Ham Thomas Bäck A Comparison of Global Sensitivity Analysis Methods for Explainable AI With an Application in Genomic Prediction. 103364-103381 2022 10 IEEE Access https://doi.org/10.1109/ACCESS.2022.3210175 db/journals/access/access10.html#SteinRSBHB22

Hugo Manuel Proença Peter Grünwald Thomas Bäck Matthijs van Leeuwen Robust subgroup discovery. 1885-1970 2022 36 Data Min. Knowl. Discov. 5 https://doi.org/10.1007/s10618-022-00856-x https://www.wikidata.org/entity/Q114859246 db/journals/datamine/datamine36.html#ProencaGBL22

Marios Kefalas Juan de Santiago Rojo Jr. Asteris Apostolidis Dirk van den Herik Bas van Stein Thomas Bäck Explainable Artificial Intelligence for Exhaust Gas Temperature of Turbofan Engines. 447-454 2022 June 19 J. Aerosp. Inf. Syst. 6 https://doi.org/10.2514/1.i011058 db/journals/jacic/jacic19.html#KefalasRAHSB22

Danny Weyns Thomas Bäck René Vidal Xin Yao 0001 Ahmed Nabil Belbachir The vision of self-evolving computing systems. 351-367 2022 26 J. Integr. Des. Process. Sci. 3-4 https://doi.org/10.3233/JID-220003 db/journals/jid/jid26.html#WeynsBVYB22

Roy de Winter Philip Bronkhorst Bas van Stein Thomas Bäck Constrained Multi-Objective Optimization with a Limited Budget of Function Evaluations. 151-164 2022 14 Memetic Comput. 2 https://doi.org/10.1007/s12293-022-00363-y db/journals/memetic/memetic14.html#WinterBSB22

Thiago Rios Bas van Stein Thomas Bäck Bernhard Sendhoff Stefan Menzel Multitask Shape Optimization Using a 3-D Point Cloud Autoencoder as Unified Representation. 206-217 2022 26 IEEE Trans. Evol. Comput. 2 https://doi.org/10.1109/TEVC.2021.3086308 db/journals/tec/tec26.html#RiosSBSM22

Thomas Bäck Carola Doerr Bernhard Sendhoff Thomas Stützle Guest Editorial Special Issue on Benchmarking Sampling-Based Optimization Heuristics: Methodology and Software. 1202-1205 2022 26 IEEE Trans. Evol. Comput. 6 https://doi.org/10.1109/TEVC.2022.3223292 db/journals/tec/tec26.html#BackDSS22

Furong Ye Carola Doerr Hao Wang 0025 Thomas Bäck Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance. 1526-1538 2022 26 IEEE Trans. Evol. Comput. 6 https://doi.org/10.1109/TEVC.2022.3159087 db/journals/tec/tec26.html#YeDWB22

Hao Wang 0025 Diederick Vermetten Furong Ye Carola Doerr Thomas Bäck IOHanalyzer: Detailed Performance Analyses for Iterative Optimization Heuristics. 3:1-3:29 2022 2 ACM Trans. Evol. Learn. Optim. 1 https://doi.org/10.1145/3510426 db/journals/telo/telo2.html#WangVYDB22

Charles Moussa Jan N. van Rijn Thomas Bäck Vedran Dunjko Hyperparameter Importance of Quantum Neural Networks Across Small Datasets. 32-46 2022 DS https://doi.org/10.1007/978-3-031-18840-4_3 conf/dis/2022 db/conf/dis/dis2022.html#MoussaRBD22 Hao Wang 0025 Diederick Vermetten Furong Ye Carola Doerr Thomas Bäck IOHanalyzer: Detailed performance analyses for iterative optimization heuristics: hot-off-the-press track @ GECCO 2022. 49-50 2022 GECCO Companion https://doi.org/10.1145/3520304.3534071 conf/gecco/2022c db/conf/gecco/gecco2022c.html#WangVYDB22 Furong Ye Carola Doerr Hao Wang 0025 Thomas Bäck Automated configuration of genetic algorithms by tuning for anytime performance: hot-off-the-press track at GECCCO 2022. 51-52 2022 GECCO Companion https://doi.org/10.1145/3520304.3534075 conf/gecco/2022c db/conf/gecco/gecco2022c.html#YeDWB22 David Von Dollen Sheir Yarkoni Daniel Weimer Florian Neukart Thomas Bäck Quantum-enhanced selection operators for evolutionary algorithms. 463-466 2022 GECCO Companion https://doi.org/10.1145/3520304.3528915 https://www.wikidata.org/entity/Q130908006 conf/gecco/2022c db/conf/gecco/gecco2022c.html#DollenYWNB22 Roy de Winter Bas van Stein Thomas Bäck Multi-point acquisition function for constraint parallel efficient multi-objective optimization. 511-519 2022 GECCO https://doi.org/10.1145/3512290.3528696 conf/gecco/2022 db/conf/gecco/gecco2022.html#WinterSB22 Diederick Vermetten Hao Wang 0025 Manuel López-Ibáñez 0001 Carola Doerr Thomas Bäck Analyzing the impact of undersampling on the benchmarking and configuration of evolutionary algorithms. 867-875 2022 GECCO https://doi.org/10.1145/3512290.3528799 conf/gecco/2022 db/conf/gecco/gecco2022.html#VermettenW0DB22 Fu Xing Long Bas van Stein Moritz Frenzel Peter Krause 0001 Markus Gitterle Thomas Bäck Learning the characteristics of engineering optimization problems with applications in automotive crash. 1227-1236 2022 GECCO https://doi.org/10.1145/3512290.3528712 conf/gecco/2022 db/conf/gecco/gecco2022.html#LongSFKGB22 Carola Doerr Hao Wang 0025 Diederick Vermetten Thomas Bäck Jacob de Nobel Furong Ye Benchmarking and analyzing iterative optimization heuristics with IOH profiler. 1334-1341 2022 GECCO Companion https://doi.org/10.1145/3520304.3533665 conf/gecco/2022c db/conf/gecco/gecco2022c.html#DoerrWVBNY22 Ofer M. Shir Thomas Bäck Sequential experimentation by evolutionary algorithms. 1450-1468 2022 GECCO Companion https://doi.org/10.1145/3520304.3533631 conf/gecco/2022c db/conf/gecco/gecco2022c.html#ShirB22 André Thomaser Anna V. Kononova Marc-Eric Vogt Thomas Bäck One-shot optimization for vehicle dynamics control systems: towards benchmarking and exploratory landscape analysis. 2036-2045 2022 GECCO Companion https://doi.org/10.1145/3520304.3533979 conf/gecco/2022c db/conf/gecco/gecco2022c.html#ThomaserKVB22 Fan Yang 0033 Marios Kefalas Milan Koch Anna V. Kononova Yanan Qiao Thomas Bäck Auto-REP: An Automated Regression Pipeline Approach for High-efficiency Earthquake Prediction Using LANL Data. 127-134 2022 ICCAE https://doi.org/10.1109/ICCAE55086.2022.9762437 conf/iccae/2022 db/conf/iccae/iccae2022.html#YangKKKQB22 Veysel Kocaman Ofer M. Shir Thomas Bäck Ahmed Nabil Belbachir Saliency Can Be All You Need in Contrastive Self-supervised Learning. 119-140 2022 ISVC (2) https://doi.org/10.1007/978-3-031-20716-7_10 conf/isvc/2022-2 db/conf/isvc/isvc2022-2.html#KocamanSBB22 Furong Ye Diederick Vermetten Carola Doerr Thomas Bäck Non-elitist Selection Can Improve the Performance of Irace. 32-45 2022 PPSN (1) https://doi.org/10.1007/978-3-031-14714-2_3 conf/ppsn/2022-1 db/conf/ppsn/ppsn2022-1.html#YeVDB22 Sibghat Ullah Hao Wang 0025 Stefan Menzel Bernhard Sendhoff Thomas Bäck A Systematic Approach to Analyze the Computational Cost of Robustness in Model-Assisted Robust Optimization. 63-75 2022 PPSN (1) https://doi.org/10.1007/978-3-031-14714-2_5 conf/ppsn/2022-1 db/conf/ppsn/ppsn2022-1.html#UllahWMSB22 Qi Huang Roy de Winter Bas van Stein Thomas Bäck Anna V. Kononova Multi-surrogate Assisted Efficient Global Optimization for Discrete Problems. 1650-1658 2022 SSCI https://doi.org/10.1109/SSCI51031.2022.10022132 conf/ssci/2022 db/conf/ssci/ssci2022.html#HuangWSBK22 Luca Mariot Domagoj Jakobovic Thomas Bäck Julio C. Hernandez-Castro Artificial Intelligence for the Design of Symmetric Cryptographic Primitives. 3-24 2022 Security and Artificial Intelligence https://doi.org/10.1007/978-3-030-98795-4_1 db/series/lncs/lncs13049.html#MariotJBH22 Thomas Bäck Bas van Stein Christian Wagner 0002 Jonathan M. Garibaldi H. K. Lam Marie Cottrell Faiyaz Doctor Joaquim Filipe Kevin Warwick Janusz Kacprzyk Proceedings of the 14th International Joint Conference on Computational Intelligence, IJCCI 2022, Valletta, Malta, October 24-26, 2022. IJCCI SCITEPRESS 2022 978-989-758-611-8 https://doi.org/10.5220/0000166200003332 db/conf/ijcci/ijcci2022.html Lejla Batina Thomas Bäck Ileana Buhan Stjepan Picek Security and Artificial Intelligence - A Crossdisciplinary Approach Security and Artificial Intelligence Springer 2022 Lecture Notes in Computer Science 13049 978-3-030-98794-7 978-3-030-98795-4 https://doi.org/10.1007/978-3-030-98795-4 db/series/lncs/lncs13049.html Sebastiaan Brand Thomas Bäck Alfons Laarman FM 2023 Artefact for "A Decision Diagram Operation for Reachability". 2022 November https://doi.org/10.5281/zenodo.7333633 Zenodo streams/repo/zenodo Sander van Rijn Sebastian Schmitt Matthijs van Leeuwen Thomas Bäck Finding Efficient Trade-offs in Multi-Fidelity Response Surface Modeling: Generated data files and figures. 2022 February https://doi.org/10.5281/zenodo.6138077 Zenodo data/10/RijnSLB21a streams/repo/zenodo Diederick Vermetten Hao Wang 0025 Manuel López-Ibáñez 0001 Carola Doerr Thomas Bäck Analyzing the Impact of Undersampling on the Benchmarkingand Configuration of Evolutionary Algorithms - Dataset. 2022 January https://doi.org/10.5281/zenodo.5925410 Zenodo streams/repo/zenodo Furong Ye Diederick Vermetten Carola Doerr Thomas Bäck Data Sets for the study "Non-Elitist Selection Can Improve the Performance of Irace". 2022 April https://doi.org/10.5281/zenodo.6457959 Zenodo streams/repo/zenodo

Furong Ye Diederick L. Vermetten Carola Doerr Thomas Bäck Non-Elitist Selection among Survivor Configurations can Improve the Performance of Irace. 2022 abs/2203.09227 CoRR https://doi.org/10.48550/arXiv.2203.09227 db/journals/corr/corr2203.html#abs-2203-09227

Marios Kefalas Juan de Santiago Rojo Jr. Asteris Apostolidis Dirk van den Herik Bas van Stein Thomas Bäck Explainable Artificial Intelligence for Exhaust Gas Temperature of Turbofan Engines. 2022 abs/2203.13108 CoRR https://doi.org/10.48550/arXiv.2203.13108 db/journals/corr/corr2203.html#abs-2203-13108

Dominik Schröder Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck Chaining of Numerical Black-box Algorithms: Warm-Starting and Switching Points. 2022 abs/2204.06539 CoRR https://doi.org/10.48550/arXiv.2204.06539 db/journals/corr/corr2204.html#abs-2204-06539

Danny Weyns Thomas Bäck René Vidal Xin Yao 0001 Ahmed Nabil Belbachir The Vision of Self-Evolving Computing Systems. 2022 abs/2204.06825 CoRR https://doi.org/10.48550/arXiv.2204.06825 db/journals/corr/corr2204.html#abs-2204-06825

Diederick Vermetten Hao Wang 0025 Manuel López-Ibáñez 0001 Carola Doerr Thomas Bäck Analyzing the Impact of Undersampling on the Benchmarking and Configuration of Evolutionary Algorithms. 2022 abs/2204.09353 CoRR https://doi.org/10.48550/arXiv.2204.09353 db/journals/corr/corr2204.html#abs-2204-09353

Andrea Skolik Michele Cattelan Sheir Yarkoni Thomas Bäck Vedran Dunjko Equivariant quantum circuits for learning on weighted graphs. 2022 abs/2205.06109 CoRR https://doi.org/10.48550/arXiv.2205.06109 db/journals/corr/corr2205.html#abs-2205-06109

Charles Moussa Jan N. van Rijn Thomas Bäck Vedran Dunjko Hyperparameter Importance of Quantum Neural Networks Across Small Datasets. 2022 abs/2206.09992 CoRR https://doi.org/10.48550/arXiv.2206.09992 db/journals/corr/corr2206.html#abs-2206-09992

David Von Dollen Sheir Yarkoni Daniel Weimer Florian Neukart Thomas Bäck Quantum-Enhanced Selection Operators for Evolutionary Algorithms. 2022 abs/2206.10743 CoRR https://doi.org/10.48550/arXiv.2206.10743 db/journals/corr/corr2206.html#abs-2206-10743

Patrick Echtenbruck Martina Echtenbruck Kees Joost Batenburg Thomas Bäck Boris Naujoks Michael Emmerich 0001 Optimally Weighted Ensembles of Regression Models: Exact Weight Optimization and Applications. 2022 abs/2206.11263 CoRR https://doi.org/10.48550/arXiv.2206.11263 db/journals/corr/corr2206.html#abs-2206-11263

Yash J. Patel Sofiène Jerbi Thomas Bäck Vedran Dunjko Reinforcement Learning Assisted Recursive QAOA. 2022 abs/2207.06294 CoRR https://doi.org/10.48550/arXiv.2207.06294 db/journals/corr/corr2207.html#abs-2207-06294

Alexander Zeiser Bas van Stein Thomas Bäck Deep Learning based pipeline for anomaly detection and quality enhancement in industrial binder jetting processes. 2022 abs/2209.10178 CoRR https://doi.org/10.48550/arXiv.2209.10178 db/journals/corr/corr2209.html#abs-2209-10178

Veysel Kocaman Ofer M. Shir Thomas Bäck Ahmed Nabil Belbachir Saliency Can Be All You Need In Contrastive Self-Supervised Learning. 2022 abs/2210.16776 CoRR https://doi.org/10.48550/arXiv.2210.16776 db/journals/corr/corr2210.html#abs-2210-16776

Jacob de Nobel Anna V. Kononova Jeroen J. Briaire Johan H. M. Frijns Thomas Bäck Optimizing Stimulus Energy for Cochlear Implants with a Machine Learning Model of the Auditory Nerve. 2022 abs/2211.07285 CoRR https://doi.org/10.48550/arXiv.2211.07285 db/journals/corr/corr2211.html#abs-2211-07285

Sebastiaan Brand Thomas Bäck Alfons Laarman A Decision Diagram Operation for Reachability. 2022 abs/2212.03684 CoRR https://doi.org/10.48550/arXiv.2212.03684 db/journals/corr/corr2212.html#abs-2212-03684

Qi Huang Roy de Winter Bas van Stein Thomas Bäck Anna V. Kononova Multi-surrogate Assisted Efficient Global Optimization for Discrete Problems. 2022 abs/2212.06438 CoRR https://doi.org/10.48550/arXiv.2212.06438 db/journals/corr/corr2212.html#abs-2212-06438

Andrés Camero Hao Wang 0025 Enrique Alba 0001 Thomas Bäck Bayesian neural architecture search using a training-free performance metric. 107356 2021 106 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2021.107356 db/journals/asc/asc106.html#CameroWAB21

Markus Thill Wolfgang Konen Hao Wang 0025 Thomas Bäck Temporal convolutional autoencoder for unsupervised anomaly detection in time series. 107751 2021 112 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2021.107751 db/journals/asc/asc112.html#ThillKWB21

Anna V. Kononova Fabio Caraffini Thomas Bäck Differential evolution outside the box. 587-604 2021 581 Inf. Sci. https://doi.org/10.1016/j.ins.2021.09.058 db/journals/isci/isci581.html#KononovaCB21

Yali Wang 0002 Steffen Limmer Markus Olhofer Michael Emmerich 0001 Thomas Bäck Automatic preference based multi-objective evolutionary algorithm on vehicle fleet maintenance scheduling optimization. 100933 2021 65 Swarm Evol. Comput. https://doi.org/10.1016/j.swevo.2021.100933 db/journals/swevo/swevo65.html#WangLOEB21

Jianyong Sun Xin Liu 0078 Thomas Bäck Zongben Xu Learning Adaptive Differential Evolution Algorithm From Optimization Experiences by Policy Gradient. 666-680 2021 25 IEEE Trans. Evol. Comput. 4 https://doi.org/10.1109/TEVC.2021.3060811 https://www.wikidata.org/entity/Q114984797 db/journals/tec/tec25.html#SunLBX21

Thiago Rios Bas van Stein Thomas Bäck Bernhard Sendhoff Stefan Menzel Point2FFD: Learning Shape Representations of Simulation-Ready 3D Models for Engineering Design Optimization. 1024-1033 2021 3DV https://doi.org/10.1109/3DV53792.2021.00110 conf/3dim/2021 db/conf/3dim/3dim2021.html#RiosSBSM21 Alexander Zeiser Bas van Stein Thomas Bäck Requirements towards optimizing analytics in industrial processes. 597-605 2021 ANT/EDI40 https://doi.org/10.1016/j.procs.2021.03.074 conf/ant/2021 db/conf/ant/ant2021.html#ZeiserSB21 Thiago Rios Bas van Stein Patricia Wollstadt Thomas Bäck Bernhard Sendhoff Stefan Menzel Exploiting Local Geometric Features in Vehicle Design Optimization with 3D Point Cloud Autoencoders. 514-521 2021 CEC https://doi.org/10.1109/CEC45853.2021.9504746 conf/cec/2021 db/conf/cec/cec2021.html#RiosSWBSM21 Van Duc Nguyen Ewout Zwanenburg Steffen Limmer Wessel Luijben Thomas Bäck Markus Olhofer A Combination of Fourier Transform and Machine Learning for Fault Detection and Diagnosis of Induction Motors. 344-351 2021 DSA https://doi.org/10.1109/DSA52907.2021.00053 conf/dsa/2021 db/conf/dsa/dsa2021.html#NguyenZLLBO21 Duc Anh Nguyen Jiawen Kong Hao Wang 0025 Stefan Menzel Bernhard Sendhoff Anna V. Kononova Thomas Bäck Improved Automated CASH Optimization with Tree Parzen Estimators for Class Imbalance Problems. 1-9 2021 DSAA https://doi.org/10.1109/DSAA53316.2021.9564147 conf/dsaa/2021 db/conf/dsaa/dsaa2021.html#NguyenKWMSKB21 Roy de Winter Bas van Stein Thomas Bäck SAMO-COBRA: A Fast Surrogate Assisted Constrained Multi-objective Optimization Algorithm. 270-282 2021 EMO https://doi.org/10.1007/978-3-030-72062-9_22 conf/emo/2021 db/conf/emo/emo2021.html#WinterSB21 Charles Moussa Hao Wang 0025 Henri Calandra Thomas Bäck Vedran Dunjko Tabu-Driven Quantum Neighborhood Samplers. 100-119 2021 EvoCOP https://doi.org/10.1007/978-3-030-72904-2_7 conf/evoW/2021cop db/conf/evoW/evocop2021.html#MoussaWCBD21 Furong Ye Carola Doerr Thomas Bäck Leveraging benchmarking data for informed one-shot dynamic algorithm selection. 245-246 2021 GECCO Companion https://doi.org/10.1145/3449726.3459578 conf/gecco/2021c db/conf/gecco/gecco2021c.html#YeDB21 Jacob de Nobel Hao Wang 0025 Thomas Bäck Explorative data analysis of time series based algorithm features of CMA-ES variants. 510-518 2021 GECCO https://doi.org/10.1145/3449639.3459399 conf/gecco/2021 db/conf/gecco/gecco2021.html#Nobel0B21 Alexander Hagg Sebastian Berns Alexander Asteroth Simon Colton Thomas Bäck Expressivity of parameterized and data-driven representations in quality diversity search. 678-686 2021 GECCO https://doi.org/10.1145/3449639.3459287 conf/gecco/2021 db/conf/gecco/gecco2021.html#HaggBACB21 Ofer M. Shir Thomas Bäck Sequential experimentation by evolutionary algorithms. 941-958 2021 GECCO Companion https://doi.org/10.1145/3449726.3461410 conf/gecco/2021c db/conf/gecco/gecco2021c.html#ShirB21 Diederick Vermetten Anna V. Kononova Fabio Caraffini Hao Wang 0025 Thomas Bäck Is there anisotropy in structural bias? 1243-1250 2021 GECCO Companion https://doi.org/10.1145/3449726.3463218 conf/gecco/2021c db/conf/gecco/gecco2021c.html#VermettenKCWB21 Sibghat Ullah Hao Wang 0025 Stefan Menzel Bernhard Sendhoff Thomas Bäck A new acquisition function for robust Bayesian optimization of unconstrained problems. 1344-1345 2021 GECCO Companion https://doi.org/10.1145/3449726.3463206 conf/gecco/2021c db/conf/gecco/gecco2021c.html#UllahWMSB21 Jacob de Nobel Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck Tuning as a means of assessing the benefits of new ideas in interplay with existing algorithmic modules. 1375-1384 2021 GECCO Companion https://doi.org/10.1145/3449726.3463167 conf/gecco/2021c db/conf/gecco/gecco2021c.html#NobelVWDB21 Anna V. Kononova Ofer M. Shir Teus Tukker Pierluigi Frisco Shutong Zeng Thomas Bäck Addressing the multiplicity of solutions in optical lens design as a niching evolutionary algorithms computational challenge. 1596-1604 2021 GECCO Companion https://doi.org/10.1145/3449726.3463209 conf/gecco/2021c db/conf/gecco/gecco2021c.html#KononovaSTFZB21 Sheir Yarkoni Andreas Huck Hanno Schülldorf Benjamin Speitkamp Marc Shakory Tabrizi Martin Leib Thomas Bäck Florian Neukart Solving the Shipment Rerouting Problem with Quantum Optimization Techniques. 502-517 2021 ICCL https://doi.org/10.1007/978-3-030-87672-2_33 conf/iccl2/2021 db/conf/iccl2/iccl2021.html#YarkoniHSSTLBN21 Marios Kefalas Mitra Baratchi Asteris Apostolidis Dirk van den Herik Thomas Bäck Automated Machine Learning for Remaining Useful Life Estimation of Aircraft Engines. 1-9 2021 ICPHM https://doi.org/10.1109/ICPHM51084.2021.9486549 conf/icphm/2021 db/conf/icphm/icphm2021.html#KefalasBAHB21 Veysel Kocaman Ofer M. Shir Thomas Bäck The Unreasonable Effectiveness of the Final Batch Normalization Layer. 81-93 2021 ISVC (2) https://doi.org/10.1007/978-3-030-90436-4_7 conf/isvc/2021-2 db/conf/isvc/isvc2021-2.html#KocamanSB21 Gideon Hanse Roy de Winter Bas van Stein Thomas Bäck Optimally Weighted Ensembles for Efficient Multi-objective Optimization. 144-156 2021 LOD https://doi.org/10.1007/978-3-030-95467-3_12 conf/mod/2021-1 db/conf/mod/lod2021-1.html#HanseWSB21 Sheir Yarkoni Alex Alekseyenko Michael Streif David Von Dollen Florian Neukart Thomas Bäck Multi-car paint shop optimization with quantum annealing. 35-41 2021 QCE https://doi.org/10.1109/QCE52317.2021.00019 conf/qce/2021 db/conf/qce/qce2021.html#YarkoniASDNB21 Duc Anh Nguyen Anna V. Kononova Stefan Menzel Bernhard Sendhoff Thomas Bäck Efficient AutoML via Combinational Sampling. 1-10 2021 SSCI https://doi.org/10.1109/SSCI50451.2021.9660073 conf/ssci/2021 db/conf/ssci/ssci2021.html#NguyenKMSB21 Sneha Saha Thiago Rios Leandro L. Minku Bas van Stein Patricia Wollstadt Xin Yao 0001 Thomas Bäck Bernhard Sendhoff Stefan Menzel Exploiting Generative Models for Performance Predictions of 3D Car Designs. 1-9 2021 SSCI https://doi.org/10.1109/SSCI50451.2021.9660034 conf/ssci/2021 db/conf/ssci/ssci2021.html#SahaRMSWYBSM21 Thomas Bäck Christian Wagner 0002 Jonathan M. Garibaldi H. K. Lam Marie Cottrell Juan Julián Merelo Kevin Warwick Proceedings of the 13th International Joint Conference on Computational Intelligence, IJCCI 2021, Online Streaming, October 25-27, 2021 IJCCI SCITEPRESS 2021 978-989-758-534-0 https://doi.org/10.5220/0000153100003063 db/conf/ijcci/ijcci2021.html Sander van Rijn Sebastian Schmitt Matthijs van Leeuwen Thomas Bäck Finding Efficient Trade-offs in Multi-Fidelity Response Surface Modeling: Generated data files and figures. 2021 February https://doi.org/10.5281/zenodo.4551287 Zenodo data/10/RijnSLB21a streams/repo/zenodo Diederick Vermetten Hao Wang 0025 Furong Ye Carola Doerr Thomas Bäck IOHanalyzer version 0.1.6.1 + example datasets. 2021 October https://doi.org/10.5281/zenodo.5599719 Zenodo streams/repo/zenodo Furong Ye Carola Doerr Thomas Bäck Data Sets for the study "Leveraging Benchmarking Data for Informed One-Shot Dynamic Algorithm Selection". 2021 February https://doi.org/10.5281/zenodo.4501275 Zenodo streams/repo/zenodo Furong Ye Carola Doerr Hao Wang 0025 Thomas Bäck Data sets for the study "Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance.". 2021 May https://doi.org/10.5281/zenodo.4823492 Zenodo streams/repo/zenodo

Yali Wang 0002 Steffen Limmer Markus Olhofer Michael Emmerich 0001 Thomas Bäck Automatic Preference Based Multi-objective Evolutionary Algorithm on Vehicle Fleet Maintenance Scheduling Optimization. 2021 abs/2101.09556 CoRR https://arxiv.org/abs/2101.09556 db/journals/corr/corr2101.html#abs-2101-09556

Jianyong Sun Xin Liu 0078 Thomas Bäck Zongben Xu Learning adaptive differential evolution algorithm from optimization experiences by policy gradient. 2021 abs/2102.03572 CoRR https://arxiv.org/abs/2102.03572 db/journals/corr/corr2102.html#abs-2102-03572

Furong Ye Carola Doerr Thomas Bäck Leveraging Benchmarking Data for Informed One-Shot Dynamic Algorithm Selection. 2021 abs/2102.06481 CoRR https://arxiv.org/abs/2102.06481 db/journals/corr/corr2102.html#abs-2102-06481

Jacob de Nobel Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck Tuning as a Means of Assessing the Benefits of New Ideas in Interplay with Existing Algorithmic Modules. 2021 abs/2102.12905 CoRR https://arxiv.org/abs/2102.12905 db/journals/corr/corr2102.html#abs-2102-12905

Sander van Rijn Sebastian Schmitt Matthijs van Leeuwen Thomas Bäck Finding Efficient Trade-offs in Multi-Fidelity Response Surface Modeling. 2021 abs/2103.03280 CoRR https://arxiv.org/abs/2103.03280 db/journals/corr/corr2103.html#abs-2103-03280

Theodoros Georgiou 0001 Sebastian Schmitt Thomas Bäck Nan Pu Wei Chen 0072 Michael S. Lew PREPRINT: Comparison of deep learning and hand crafted features for mining simulation data. 2021 abs/2103.06552 CoRR https://arxiv.org/abs/2103.06552 db/journals/corr/corr2103.html#abs-2103-06552

Theodoros Georgiou 0001 Sebastian Schmitt Thomas Bäck Wei Chen 0072 Michael S. Lew Preprint: Norm Loss: An efficient yet effective regularization method for deep neural networks. 2021 abs/2103.06583 CoRR https://arxiv.org/abs/2103.06583 db/journals/corr/corr2103.html#abs-2103-06583

Hugo Manuel Proença Thomas Bäck Matthijs van Leeuwen Robust subgroup discovery. 2021 abs/2103.13686 CoRR https://arxiv.org/abs/2103.13686 db/journals/corr/corr2103.html#abs-2103-13686

David Von Dollen Florian Neukart Daniel Weimer Thomas Bäck Quantum-Assisted Feature Selection for Vehicle Price Prediction Modeling. 2021 abs/2104.04049 CoRR https://arxiv.org/abs/2104.04049 db/journals/corr/corr2104.html#abs-2104-04049

Jacob de Nobel Hao Wang 0025 Thomas Bäck Explorative Data Analysis of Time Series based AlgorithmFeatures of CMA-ES Variants. 2021 abs/2104.08098 CoRR https://arxiv.org/abs/2104.08098 db/journals/corr/corr2104.html#abs-2104-08098

Alexander Hagg Sebastian Berns Alexander Asteroth Simon Colton Thomas Bäck Expressivity of Parameterized and Data-driven Representations in Quality Diversity Search. 2021 abs/2105.04247 CoRR https://arxiv.org/abs/2105.04247 db/journals/corr/corr2105.html#abs-2105-04247

Alexander Hagg Mike Preuss Alexander Asteroth Thomas Bäck An Analysis of Phenotypic Diversity in Multi-Solution Optimization. 2021 abs/2105.04252 CoRR https://arxiv.org/abs/2105.04252 db/journals/corr/corr2105.html#abs-2105-04252

Alexander Hagg Dominik Wilde Alexander Asteroth Thomas Bäck Designing Air Flow with Surrogate-assisted Phenotypic Niching. 2021 abs/2105.04256 CoRR https://arxiv.org/abs/2105.04256 db/journals/corr/corr2105.html#abs-2105-04256

Diederick Vermetten Anna V. Kononova Fabio Caraffini Hao Wang 0025 Thomas Bäck Is there Anisotropy in Structural Bias? 2021 abs/2105.04480 CoRR https://arxiv.org/abs/2105.04480 db/journals/corr/corr2105.html#abs-2105-04480

Anna V. Kononova Ofer M. Shir Teus Tukker Pierluigi Frisco Shutong Zeng Thomas Bäck Addressing the Multiplicity of Solutions in Optical Lens Design as a Niching Evolutionary Algorithms Computational Challenge. 2021 abs/2105.10541 CoRR https://arxiv.org/abs/2105.10541 db/journals/corr/corr2105.html#abs-2105-10541

Furong Ye Carola Doerr Hao Wang 0025 Thomas Bäck Automated Configuration of Genetic Algorithms by Tuning for Anytime Performance. 2021 abs/2106.06304 CoRR https://arxiv.org/abs/2106.06304 db/journals/corr/corr2106.html#abs-2106-06304

Annie Wong Thomas Bäck Anna V. Kononova Aske Plaat Multiagent Deep Reinforcement Learning: Challenges and Directions Towards Human-Like Approaches. 2021 abs/2106.15691 CoRR https://arxiv.org/abs/2106.15691 db/journals/corr/corr2106.html#abs-2106-15691

Danny Weyns Thomas Bäck René Vidal Xin Yao 0001 Ahmed Nabil Belbachir Lifelong Computing. 2021 abs/2108.08802 CoRR https://arxiv.org/abs/2108.08802 db/journals/corr/corr2108.html#abs-2108-08802

Sheir Yarkoni Alex Alekseyenko Michael Streif David Von Dollen Florian Neukart Thomas Bäck Multi-car paint shop optimization with quantum annealing. 2021 abs/2109.07876 CoRR https://arxiv.org/abs/2109.07876 db/journals/corr/corr2109.html#abs-2109-07876

Veysel Kocaman Ofer M. Shir Thomas Bäck The Unreasonable Effectiveness of the Final Batch Normalization Layer. 2021 abs/2109.09016 CoRR https://arxiv.org/abs/2109.09016 db/journals/corr/corr2109.html#abs-2109-09016

Jacob de Nobel Furong Ye Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck IOHexperimenter: Benchmarking Platform for Iterative Optimization Heuristics. 2021 abs/2111.04077 CoRR https://arxiv.org/abs/2111.04077 db/journals/corr/corr2111.html#abs-2111-04077

Bas van Stein Hao Wang 0025 Wojtek Kowalczyk Michael Emmerich 0001 Thomas Bäck Cluster-based Kriging approximation algorithms for complexity reduction. 778-791 2020 50 Appl. Intell. 3 https://doi.org/10.1007/s10489-019-01549-7 https://www.wikidata.org/entity/Q127292998 db/journals/apin/apin50.html#SteinWKEB20

Carola Doerr Furong Ye Naama Horesh Hao Wang 0025 Ofer M. Shir Thomas Bäck Benchmarking discrete optimization heuristics with IOHprofiler. 106027 2020 88 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2019.106027 https://www.wikidata.org/entity/Q126539051 db/journals/asc/asc88.html#DoerrYHWSB20

Mozhan Soltani Felienne Hermans Thomas Bäck The significance of bug report elements. 5255-5294 2020 25 Empir. Softw. Eng. 6 https://doi.org/10.1007/s10664-020-09882-z https://www.wikidata.org/entity/Q114226617 db/journals/ese/ese25.html#SoltaniHB20

Marios Kefalas Milan Koch Victor Geraedts Hao Wang 0025 Martijn Tannemaat Thomas Bäck Automated Machine Learning for the Classification of Normal and Abnormal Electromyography Data. 1176-1185 2020 IEEE BigData https://doi.org/10.1109/BigData50022.2020.9377780 conf/bigdataconf/2020 db/conf/bigdataconf/bigdataconf2020.html#KefalasKGWTB20 Alexander Hagg Mike Preuss Alexander Asteroth Thomas Bäck An Analysis of Phenotypic Diversity in Multi-solution Optimization. 43-55 2020 BIOMA https://doi.org/10.1007/978-3-030-63710-1_4 conf/bioma/2020 db/conf/bioma/bioma2020.html#HaggPAB20 Markus Thill Wolfgang Konen Thomas Bäck Time Series Encodings with Temporal Convolutional Networks. 161-173 2020 BIOMA https://doi.org/10.1007/978-3-030-63710-1_13 conf/bioma/2020 db/conf/bioma/bioma2020.html#ThillKB20 Anna V. Kononova Fabio Caraffini Hao Wang 0025 Thomas Bäck Can Single Solution Optimisation Methods Be Structurally Biased? 1-9 2020 CEC https://doi.org/10.1109/CEC48606.2020.9185494 conf/cec/2020 db/conf/cec/cec2020.html#KononovaCWB20 Yali Wang 0002 Bas van Stein Thomas Bäck Michael Emmerich 0001 Improving NSGA-III for flexible job shop scheduling using automatic configuration, smart initialization and local search. 181-182 2020 GECCO Companion https://doi.org/10.1145/3377929.3389924 conf/gecco/2020c db/conf/gecco/gecco2020c.html#WangSBE20 Diederick Vermetten Hao Wang 0025 Thomas Bäck Carola Doerr Towards dynamic algorithm selection for numerical black-box optimization: investigating BBOB as a use case. 654-662 2020 GECCO https://doi.org/10.1145/3377930.3390189 https://www.wikidata.org/entity/Q130953164 conf/gecco/2020 db/conf/gecco/gecco2020.html#VermettenWBD20 Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck Integrated vs. sequential approaches for selecting and tuning CMA-ES variants. 903-912 2020 GECCO https://doi.org/10.1145/3377930.3389831 conf/gecco/2020 db/conf/gecco/gecco2020.html#VermettenWDB20 Ofer M. Shir Thomas Bäck Sequential experimentation by evolutionary algorithms. 957-974 2020 GECCO Companion https://doi.org/10.1145/3377929.3389877 conf/gecco/2020c db/conf/gecco/gecco2020c.html#ShirB20 Hao Wang 0025 Carola Doerr Ofer M. Shir Thomas Bäck Benchmarking and analyzing iterative optimization heuristics with IOHprofiler. 1043-1054 2020 GECCO Companion https://doi.org/10.1145/3377929.3389879 conf/gecco/2020c db/conf/gecco/gecco2020c.html#WangDSB20 Rick Boks Hao Wang 0025 Thomas Bäck A modular hybridization of particle swarm optimization and differential evolution. 1418-1425 2020 GECCO Companion https://doi.org/10.1145/3377929.3398123 conf/gecco/2020c db/conf/gecco/gecco2020c.html#Boks0B20 Alexander Hagg Alexander Asteroth Thomas Bäck A Deep Dive Into Exploring the Preference Hypervolume. 394-397 2020 ICCC https://computationalcreativity.net/iccc20/papers/133-iccc20.pdf conf/icccrea/2020 db/conf/icccrea/icccrea2020.html#HaggAB20 Theodoros Georgiou 0001 Sebastian Schmitt Thomas Bäck Nan Pu Wei Chen 0072 Michael S. Lew Comparison of deep learning and hand crafted features for mining simulation data. 3396-3403 2020 ICPR https://doi.org/10.1109/ICPR48806.2021.9413165 conf/icpr/2020 db/conf/icpr/icpr2020.html#0001SBP0L20 Theodoros Georgiou 0001 Sebastian Schmitt Thomas Bäck Wei Chen 0072 Michael S. Lew Norm Loss: An efficient yet effective regularization method for deep neural networks. 8812-8818 2020 ICPR https://doi.org/10.1109/ICPR48806.2021.9412171 conf/icpr/2020 db/conf/icpr/icpr2020.html#0001SB0L20 Veysel Kocaman Ofer M. Shir Thomas Bäck Improving Model Accuracy for Imbalanced Image Classification Tasks by Adding a Final Batch Normalization Layer: An Empirical Study. 10404-10411 2020 ICPR https://doi.org/10.1109/ICPR48806.2021.9412907 conf/icpr/2020 db/conf/icpr/icpr2020.html#KocamanSB20 Thiago Rios Bas van Stein Stefan Menzel Thomas Bäck Bernhard Sendhoff Patricia Wollstadt Feature Visualization for 3D Point Cloud Autoencoders. 1-9 2020 IJCNN https://doi.org/10.1109/IJCNN48605.2020.9207326 conf/ijcnn/2020 db/conf/ijcnn/ijcnn2020.html#RiosSMBSW20 Ullah Ullah Zhao Xu 0001 Hao Wang 0025 Stefan Menzel Bernhard Sendhoff Thomas Bäck Exploring Clinical Time Series Forecasting with Meta-Features in Variational Recurrent Models. 1-9 2020 IJCNN https://doi.org/10.1109/IJCNN48605.2020.9207254 conf/ijcnn/2020 db/conf/ijcnn/ijcnn2020.html#UllahX0MSB20 Zhengtian Ai Ingo Heinle Christian Schelske Hao Wang 0025 Peter Krause 0001 Thomas Bäck A Classification-based Solution For Recommending Process Parameters of Production Processes Without Quality Measures. 600-607 2020 ISM https://doi.org/10.1016/j.procs.2021.01.282 conf/ism2/2020 db/conf/ism2/ism2020.html#AiHSWKB20 Jiawen Kong Thiago Rios Wojtek Kowalczyk Stefan Menzel Thomas Bäck On the Performance of Oversampling Techniques for Class Imbalance Problems. 84-96 2020 PAKDD (2) https://doi.org/10.1007/978-3-030-47436-2_7 conf/pakdd/2020-2 db/conf/pakdd/pakdd2020-2.html#KongRKMB20 Hugo Manuel Proença Peter Grünwald Thomas Bäck Matthijs van Leeuwen Discovering Outstanding Subgroup Lists for Numeric Targets Using MDL. 19-35 2020 ECML/PKDD (1) https://doi.org/10.1007/978-3-030-67658-2_2 conf/pkdd/2020-1 db/conf/pkdd/pkdd2020-1.html#ProencaGBL20 Alexander Hagg Dominik Wilde Alexander Asteroth Thomas Bäck Designing Air Flow with Surrogate-Assisted Phenotypic Niching. 140-153 2020 PPSN (1) https://doi.org/10.1007/978-3-030-58112-1_10 conf/ppsn/2020-1 db/conf/ppsn/ppsn2020-1.html#HaggWAB20 Anna V. Kononova Fabio Caraffini Hao Wang 0025 Thomas Bäck Can Compact Optimisation Algorithms Be Structurally Biased? 229-242 2020 PPSN (1) https://doi.org/10.1007/978-3-030-58112-1_16 conf/ppsn/2020-1 db/conf/ppsn/ppsn2020-1.html#KononovaCWB20 Yali Wang 0002 André H. Deutz Thomas Bäck Michael Emmerich 0001 Improving Many-Objective Evolutionary Algorithms by Means of Edge-Rotated Cones. 313-326 2020 PPSN (2) https://doi.org/10.1007/978-3-030-58115-2_22 conf/ppsn/2020-2 db/conf/ppsn/ppsn2020-2.html#WangDBE20 Jiawen Kong Wojtek Kowalczyk Stefan Menzel Thomas Bäck Improving Imbalanced Classification by Anomaly Detection. 512-523 2020 PPSN (1) https://doi.org/10.1007/978-3-030-58112-1_35 conf/ppsn/2020-1 db/conf/ppsn/ppsn2020-1.html#KongKMB20 Furong Ye Hao Wang 0025 Carola Doerr Thomas Bäck Benchmarking a (μ +λ ) Genetic Algorithm with Configurable Crossover Probability. 699-713 2020 PPSN (2) https://doi.org/10.1007/978-3-030-58115-2_49 conf/ppsn/2020-2 db/conf/ppsn/ppsn2020-2.html#YeWDB20 Yali Wang 0002 André H. Deutz Thomas Bäck Michael Emmerich 0001 Edge-Rotated Cone Orders in Multi-objective Evolutionary Algorithms for Improved Convergence and Preference Articulation. 165-172 2020 SSCI https://doi.org/10.1109/SSCI47803.2020.9308207 conf/ssci/2020 db/conf/ssci/ssci2020.html#WangDBE20 Thiago Rios Jiawen Kong Bas van Stein Thomas Bäck Patricia Wollstadt Bernhard Sendhoff Stefan Menzel Back To Meshes: Optimal Simulation-ready Mesh Prototypes For Autoencoder-based 3D Car Point Clouds. 942-949 2020 SSCI https://doi.org/10.1109/SSCI47803.2020.9308400 conf/ssci/2020 db/conf/ssci/ssci2020.html#RiosKSBWSM20 Raphael Patrick Prager Heike Trautmann Hao Wang 0025 Thomas Bäck Pascal Kerschke Per-Instance Configuration of the Modularized CMA-ES by Means of Classifier Chains and Exploratory Landscape Analysis. 996-1003 2020 SSCI https://doi.org/10.1109/SSCI47803.2020.9308510 conf/ssci/2020 db/conf/ssci/ssci2020.html#PragerTWBK20 Bas van Stein Hao Wang 0025 Thomas Bäck Neural Network Design: Learning from Neural Architecture Search. 1341-1349 2020 SSCI https://doi.org/10.1109/SSCI47803.2020.9308394 conf/ssci/2020 db/conf/ssci/ssci2020.html#SteinWB20 Yali Wang 0002 Bas van Stein Thomas Bäck Michael Emmerich 0001 A Tailored NSGA-III for Multi-objective Flexible Job Shop Scheduling. 2746-2753 2020 SSCI https://doi.org/10.1109/SSCI47803.2020.9308373 conf/ssci/2020 db/conf/ssci/ssci2020.html#WangSBE20 Sibghat Ullah Duc Anh Nguyen Hao Wang 0025 Stefan Menzel Bernhard Sendhoff Thomas Bäck Exploring Dimensionality Reduction Techniques for Efficient Surrogate-Assisted optimization. 2965-2974 2020 SSCI https://doi.org/10.1109/SSCI47803.2020.9308465 conf/ssci/2020 db/conf/ssci/ssci2020.html#UllahNWMSB20 Milan Koch Hao Wang 0025 Robert Bürgel Thomas Bäck Towards Data-driven Services in Vehicles. 45-52 2020 VEHITS https://doi.org/10.5220/0009458700450052 conf/vehits/2020 db/conf/vehits/vehits2020.html#Koch0BB20 Juan Julián Merelo Guervós Jonathan M. Garibaldi Christian Wagner 0002 Thomas Bäck Kurosh Madani Kevin Warwick Proceedings of the 12th International Joint Conference on Computational Intelligence, IJCCI 2020, Budapest, Hungary, November 2-4, 2020. IJCCI SCITEPRESS 2020 978-989-758-475-6 https://doi.org/10.5220/0000136200002764 db/conf/ijcci/ijcci2020.html Thomas Bäck Mike Preuss André H. Deutz Hao Wang 0025 Carola Doerr Michael T. M. Emmerich Heike Trautmann Parallel Problem Solving from Nature - PPSN XVI - 16th International Conference, PPSN 2020, Leiden, The Netherlands, September 5-9, 2020, Proceedings, Part I PPSN (1) Springer 2020 Lecture Notes in Computer Science 12269 978-3-030-58111-4 978-3-030-58112-1 https://doi.org/10.1007/978-3-030-58112-1 db/conf/ppsn/ppsn2020-1.html Thomas Bäck Mike Preuss André H. Deutz Hao Wang 0025 Carola Doerr Michael T. M. Emmerich Heike Trautmann Parallel Problem Solving from Nature - PPSN XVI - 16th International Conference, PPSN 2020, Leiden, The Netherlands, September 5-9, 2020, Proceedings, Part II PPSN (2) Springer 2020 Lecture Notes in Computer Science 12270 978-3-030-58114-5 978-3-030-58115-2 https://doi.org/10.1007/978-3-030-58115-2 db/conf/ppsn/ppsn2020-2.html Rick Boks Hao Wang 0025 Thomas Bäck Experimental Results for the study "A Modular Hybridization of Particle Swarm Optimization and Differential Evolution". 2020 May https://doi.org/10.5281/zenodo.3814197 Zenodo streams/repo/zenodo Jiawen Kong Wojtek Kowalczyk Duc Anh Nguyen Stefan Menzel Thomas Bäck Hyperparameter Optimisation for Improving Classification under Class Imbalance. 2020 February https://doi.org/10.5281/zenodo.3855193 Zenodo streams/repo/zenodo Jiawen Kong Thiago Rios Wojtek Kowalczyk Stefan Menzel Thomas Bäck On the Performance of Oversampling Techniques for Class Imbalance Problems. 2020 May https://doi.org/10.5281/zenodo.3855094 Zenodo streams/repo/zenodo Markus Thill Wolfgang Konen Thomas Bäck MarkusThill/MGAB: The Mackey-Glass Anomaly Benchmark. 2020 April https://doi.org/10.5281/zenodo.3760086 Zenodo data/10/ThillKB20b streams/repo/zenodo Markus Thill Wolfgang Konen Thomas Bäck MarkusThill/MGAB: The Mackey-Glass Anomaly Benchmark. 2020 April https://doi.org/10.5281/zenodo.3762385 Zenodo data/10/ThillKB20b streams/repo/zenodo Sibghat Ullah Hao Wang 0025 Stefan Menzel Thomas Bäck Bernhard Sendhoff An Empirical Comparison of Meta-Modeling Techniques for Robust Design Optimization. 2020 February https://doi.org/10.5281/zenodo.3854910 Zenodo streams/repo/zenodo Furong Ye Hao Wang 0025 Carola Doerr Thomas Bäck The Experimental Data Sets for the study "Benchmarking a (μ+λ) Genetic Algorithm withConfigurable Crossover Probability". 2020 April https://doi.org/10.5281/zenodo.3752064 Zenodo data/10/YeWDB20c streams/repo/zenodo Furong Ye Hao Wang 0025 Carola Doerr Thomas Bäck Experimental Data Sets for the study "Benchmarking a (μ+λ) Genetic Algorithm with Configurable Crossover Probability". 2020 April https://doi.org/10.5281/zenodo.3752099 Zenodo data/10/YeWDB20c streams/repo/zenodo Furong Ye Hao Wang 0025 Carola Doerr Thomas Bäck Experimental Data Sets for the study "Benchmarking a (μ+λ) Genetic Algorithm with Configurable Crossover Probability". 2020 April https://doi.org/10.5281/zenodo.3753086 Zenodo data/10/YeWDB20c streams/repo/zenodo

Andrés Camero Hao Wang 0025 Enrique Alba 0001 Thomas Bäck Bayesian Neural Architecture Search using A Training-Free Performance Metric. 2020 abs/2001.10726 CoRR https://arxiv.org/abs/2001.10726 db/journals/corr/corr2001.html#abs-2001-10726

Divyam Aggarwal Dhish Kumar Saxena Thomas Bäck Michael Emmerich 0001 Real-World Airline Crew Pairing Optimization: Customized Genetic Algorithm versus Column Generation Method. 2020 abs/2003.03792 CoRR https://arxiv.org/abs/2003.03792 db/journals/corr/corr2003.html#abs-2003-03792

Divyam Aggarwal Dhish Kumar Saxena Thomas Bäck Michael Emmerich 0001 AirCROP: Airline Crew Pairing Optimizer for Complex Flight Networks Involving Multiple Crew Bases & Billion-Plus Variables. 2020 abs/2003.03994 CoRR https://arxiv.org/abs/2003.03994 db/journals/corr/corr2003.html#abs-2003-03994

Divyam Aggarwal Dhish Kumar Saxena Thomas Bäck Michael Emmerich 0001 On Initializing Airline Crew Pairing Optimization for Large-scale Complex Flight Networks. 2020 abs/2003.06423 CoRR https://arxiv.org/abs/2003.06423 db/journals/corr/corr2003.html#abs-2003-06423

Yali Wang 0002 Bas van Stein Michael T. M. Emmerich Thomas Bäck A Tailored NSGA-III Instantiation for Flexible Job Shop Scheduling. 2020 abs/2004.06564 CoRR https://arxiv.org/abs/2004.06564 db/journals/corr/corr2004.html#abs-2004-06564

Yali Wang 0002 André H. Deutz Thomas Bäck Michael T. M. Emmerich Improving Many-objective Evolutionary Algorithms by Means of Expanded Cone Orders. 2020 abs/2004.06941 CoRR https://arxiv.org/abs/2004.06941 db/journals/corr/corr2004.html#abs-2004-06941

Anna V. Kononova Fabio Caraffini Thomas Bäck Differential evolution outside the box. 2020 abs/2004.10489 CoRR https://arxiv.org/abs/2004.10489 db/journals/corr/corr2004.html#abs-2004-10489

Divyam Aggarwal Dhish Kumar Saxena Thomas Bäck Michael Emmerich 0001 A Novel Column Generation Heuristic for Airline Crew Pairing Optimization with Large-scale Complex Flight Networks. 2020 abs/2005.08636 CoRR https://arxiv.org/abs/2005.08636 db/journals/corr/corr2005.html#abs-2005-08636

Furong Ye Hao Wang 0025 Carola Doerr Thomas Bäck Benchmarking a $(μ+λ)$ Genetic Algorithm with Configurable Crossover Probability. 2020 abs/2006.05889 CoRR https://arxiv.org/abs/2006.05889 db/journals/corr/corr2006.html#abs-2006-05889

Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck Towards Dynamic Algorithm Selection for Numerical Black-Box Optimization: Investigating BBOB as a Use Case. 2020 abs/2006.06586 CoRR https://arxiv.org/abs/2006.06586 db/journals/corr/corr2006.html#abs-2006-06586

Hugo Manuel Proença Peter Grünwald Thomas Bäck Matthijs van Leeuwen Discovering outstanding subgroup lists for numeric targets using MDL. 2020 abs/2006.09186 CoRR https://arxiv.org/abs/2006.09186 db/journals/corr/corr2006.html#abs-2006-09186

Rick Boks Hao Wang 0025 Thomas Bäck A Modular Hybridization of Particle Swarm Optimization and Differential Evolution. 2020 abs/2006.11886 CoRR https://arxiv.org/abs/2006.11886 db/journals/corr/corr2006.html#abs-2006-11886

Hao Wang 0025 Diederick Vermetten Furong Ye Carola Doerr Thomas Bäck IOHanalyzer: Performance Analysis for Iterative Optimization Heuristic. 2020 abs/2007.03953 CoRR https://arxiv.org/abs/2007.03953 db/journals/corr/corr2007.html#abs-2007-03953

Bas van Stein Hao Wang 0025 Thomas Bäck Neural Network Design: Learning from Neural Architecture Search. 2020 abs/2011.00521 CoRR https://arxiv.org/abs/2011.00521 db/journals/corr/corr2011.html#abs-2011-00521

Veysel Kocaman Ofer M. Shir Thomas Bäck Improving Model Accuracy for Imbalanced Image Classification Tasks by Adding a Final Batch Normalization Layer: An Empirical Study. 2020 abs/2011.06319 CoRR https://arxiv.org/abs/2011.06319 db/journals/corr/corr2011.html#abs-2011-06319

Hao Wang 0025 Michael Emmerich 0001 Thomas Bäck Mirrored Orthogonal Sampling for Covariance Matrix Adaptation Evolution Strategies. 699-725 2019 27 Evol. Comput. 4 https://doi.org/10.1162/evco_a_00251 https://www.wikidata.org/entity/Q91790062 db/journals/ec/ec27.html#WangEB19

Kaifeng Yang Michael Emmerich 0001 André H. Deutz Thomas Bäck Efficient computation of expected hypervolume improvement using box decomposition algorithms. 3-34 2019 75 J. Glob. Optim. 1 https://doi.org/10.1007/s10898-019-00798-7 https://www.wikidata.org/entity/Q127574912 db/journals/jgo/jgo75.html#YangEDB19

Kaifeng Yang Michael Emmerich 0001 André H. Deutz Thomas Bäck Multi-Objective Bayesian Global Optimization using expected hypervolume improvement gradient. 945-956 2019 44 Swarm Evol. Comput. https://doi.org/10.1016/j.swevo.2018.10.007 https://www.wikidata.org/entity/Q129006641 db/journals/swevo/swevo44.html#YangEDB19

Milan Koch Victor Geraedts Hao Wang 0025 Martijn Tannemaat Thomas Bäck Automated Machine Learning for EEG-Based Classification of Parkinson's Disease Patients. 4845-4852 2019 IEEE BigData https://doi.org/10.1109/BigData47090.2019.9006599 conf/bigdataconf/2019 db/conf/bigdataconf/bigdataconf2019.html#KochGWTB19 Yali Wang 0002 Steffen Limmer Markus Olhofer Michael T. M. Emmerich Thomas Bäck Vehicle Fleet Maintenance Scheduling Optimization by Multi-objective Evolutionary Algorithms. 442-449 2019 CEC https://doi.org/10.1109/CEC.2019.8790142 conf/cec/2019 db/conf/cec/cec2019.html#WangLOEB19 Furong Ye Carola Doerr Thomas Bäck Interpolating Local and Global Search by Controlling the Variance of Standard Bit Mutation. 2292-2299 2019 CEC https://doi.org/10.1109/CEC.2019.8790107 conf/cec/2019 db/conf/cec/cec2019.html#YeDB19 Hao Wang 0025 Yitan Lou Thomas Bäck Hyper-Parameter Optimization for Improving the Performance of Grammatical Evolution. 2649-2656 2019 CEC https://doi.org/10.1109/CEC.2019.8790026 conf/cec/2019 db/conf/cec/cec2019.html#0025LB19 Yali Wang 0002 Michael Emmerich 0001 André H. Deutz Thomas Bäck Diversity-Indicator Based Multi-Objective Evolutionary Algorithm: DI-MOEA. 346-358 2019 EMO https://doi.org/10.1007/978-3-030-12598-1_28 conf/emo/2019 db/conf/emo/emo2019.html#WangEDB19 Alexander Hagg Alexander Asteroth Thomas Bäck Modeling user selection in quality diversity. 116-124 2019 GECCO https://doi.org/10.1145/3321707.3321823 conf/gecco/2019 db/conf/gecco/gecco2019.html#HaggAB19 Hao Wang 0025 Thomas Bäck Aske Plaat Michael Emmerich 0001 Mike Preuss On the potential of evolution strategies for neural network weight optimization. 191-192 2019 GECCO (Companion) https://doi.org/10.1145/3319619.3322014 conf/gecco/2019c db/conf/gecco/gecco2019c.html#0025BPEP19 Samineh Bagheri Wolfgang Konen Thomas Bäck Solving optimization problems with high conditioning by means of online whitening. 243-244 2019 GECCO (Companion) https://doi.org/10.1145/3319619.3322008 conf/gecco/2019c db/conf/gecco/gecco2019c.html#BagheriKB19 Naama Horesh Thomas Bäck Ofer M. Shir Predict or screen your expensive assay: DoE vs. surrogates in experimental combinatorial optimization. 274-284 2019 GECCO https://doi.org/10.1145/3321707.3321801 conf/gecco/2019 db/conf/gecco/gecco2019.html#HoreshBS19 Pierluigi Frisco Timo Bootsma Thomas Bäck Multi-objective genetic algorithms for reducing mark read-out effort in lithographic tests. 365-366 2019 GECCO (Companion) https://doi.org/10.1145/3319619.3321931 conf/gecco/2019c db/conf/gecco/gecco2019c.html#FriscoBB19 Kaifeng Yang Pramudita Satria Palar Michael Emmerich 0001 Koji Shimoyama Thomas Bäck A multi-point mechanism of expected hypervolume improvement for parallel multi-objective bayesian global optimization. 656-663 2019 GECCO https://doi.org/10.1145/3321707.3321784 conf/gecco/2019 db/conf/gecco/gecco2019.html#YangPESB19 Diederick Vermetten Sander van Rijn Thomas Bäck Carola Doerr Online selection of CMA-ES variants. 951-959 2019 GECCO https://doi.org/10.1145/3321707.3321803 conf/gecco/2019 db/conf/gecco/gecco2019.html#VermettenRBD19 Ofer M. Shir Thomas Bäck Sequential experimentation by evolutionary algorithms. 1095-1112 2019 GECCO (Companion) https://doi.org/10.1145/3319619.3323381 conf/gecco/2019c db/conf/gecco/gecco2019c.html#ShirB19 Marios Kefalas Steffen Limmer Asteris Apostolidis Markus Olhofer Michael Emmerich 0001 Thomas Bäck A tabu search-based memetic algorithm for the multi-objective flexible job shop scheduling problem. 1254-1262 2019 GECCO (Companion) https://doi.org/10.1145/3319619.3326817 conf/gecco/2019c db/conf/gecco/gecco2019c.html#KefalasLAOEB19 Borja Calvo Ofer M. Shir Josu Ceberio Carola Doerr Hao Wang 0025 Thomas Bäck José Antonio Lozano 0001 Bayesian performance analysis for black-box optimization benchmarking. 1789-1797 2019 GECCO (Companion) https://doi.org/10.1145/3319619.3326888 conf/gecco/2019c db/conf/gecco/gecco2019c.html#CalvoSCD0BL19 Carola Doerr Furong Ye Naama Horesh Hao Wang 0025 Ofer M. Shir Thomas Bäck Benchmarking discrete optimization heuristics with IOHprofiler. 1798-1806 2019 GECCO (Companion) https://doi.org/10.1145/3319619.3326810 conf/gecco/2019c db/conf/gecco/gecco2019c.html#DoerrYH0SB19 Sneha Saha Thiago Rios Stefan Menzel Bernhard Sendhoff Thomas Bäck Xin Yao 0001 Zhao Xu 0001 Patricia Wollstadt Learning Time-Series Data of Industrial Design Optimization using Recurrent Neural Networks. 785-792 2019 ICDM Workshops https://doi.org/10.1109/ICDMW.2019.00116 conf/icdm/2019w db/conf/icdm/icdm2019w.html#SahaRMSB0XW19 Bas van Stein Hao Wang 0025 Thomas Bäck Automatic Configuration of Deep Neural Networks with Parallel Efficient Global Optimization. 1-7 2019 IJCNN https://doi.org/10.1109/IJCNN.2019.8851720 conf/ijcnn/2019 db/conf/ijcnn/ijcnn2019.html#Stein0B19 Sina Däubener Sebastian Schmitt Hao Wang 0025 Peter Krause 0001 Thomas Bäck Anomaly Detection in Univariate Time Series: An Empirical Comparison of Machine Learning Algorithms. 161-175 2019 ICDM conf/incdm/2019 db/conf/incdm/incdm2019.html#DaubenerS0KB19 Markus Thill Sina Däubener Wolfgang Konen Thomas Bäck Anomaly Detection in Electrocardiogram Readings with Stacked LSTM Networks. 17-25 2019 ITAT https://ceur-ws.org/Vol-2473/paper10.pdf conf/itat/2019 db/conf/itat/itat2019.html#ThillDKB19 Can Wang Thomas Bäck Holger H. Hoos Mitra Baratchi Steffen Limmer Markus Olhofer Automated Machine Learning for Short-term Electric Load Forecasting. 314-321 2019 SSCI https://doi.org/10.1109/SSCI44817.2019.9002839 conf/ssci/2019 db/conf/ssci/ssci2019.html#WangBHBLO19 Thiago Rios Bernhard Sendhoff Stefan Menzel Thomas Bäck Bas van Stein On the Efficiency of a Point Cloud Autoencoder as a Geometric Representation for Shape Optimization. 791-798 2019 SSCI https://doi.org/10.1109/SSCI44817.2019.9003161 conf/ssci/2019 db/conf/ssci/ssci2019.html#RiosSMBS19 Sibghat Ullah Hao Wang 0025 Stefan Menzel Bernhard Sendhoff Thomas Bäck An Empirical Comparison of Meta-Modeling Techniques for Robust Design Optimization. 819-828 2019 SSCI https://doi.org/10.1109/SSCI44817.2019.9002805 conf/ssci/2019 db/conf/ssci/ssci2019.html#UllahWMSB19 Thiago Rios Patricia Wollstadt Bas van Stein Thomas Bäck Zhao Xu 0001 Bernhard Sendhoff Stefan Menzel Scalability of Learning Tasks on 3D CAE Models Using Point Cloud Autoencoders. 1367-1374 2019 SSCI https://doi.org/10.1109/SSCI44817.2019.9002982 conf/ssci/2019 db/conf/ssci/ssci2019.html#RiosWSBXSM19 Xin Guo Bas van Stein Thomas Bäck A New Approach Towards the Combined Algorithm Selection and Hyper-parameter Optimization Problem. 2042-2049 2019 SSCI https://doi.org/10.1109/SSCI44817.2019.9003174 conf/ssci/2019 db/conf/ssci/ssci2019.html#GuoSB19 Teddy Etoeharnowo Koen Castelein Hao Wang 0025 Thomas Bäck Switching Between Swarm Optimization Algorithms During a Run: An Empirical Study. 2295-2302 2019 SSCI https://doi.org/10.1109/SSCI44817.2019.9002766 conf/ssci/2019 db/conf/ssci/ssci2019.html#EtoeharnowoCWB19 Jiawen Kong Wojtek Kowalczyk Duc Anh Nguyen Thomas Bäck Stefan Menzel Hyperparameter Optimisation for Improving Classification under Class Imbalance. 3072-3078 2019 SSCI https://doi.org/10.1109/SSCI44817.2019.9002679 conf/ssci/2019 db/conf/ssci/ssci2019.html#KongKNBM19

Furong Ye Carola Doerr Thomas Bäck Interpolating Local and Global Search by Controlling the Variance of Standard Bit Mutation. 2019 abs/1901.05573 CoRR http://arxiv.org/abs/1901.05573 db/journals/corr/corr1901.html#abs-1901-05573

Diederick Vermetten Sander van Rijn Thomas Bäck Carola Doerr Online Selection of CMA-ES Variants. 2019 abs/1904.07801 CoRR http://arxiv.org/abs/1904.07801 db/journals/corr/corr1904.html#abs-1904-07801

Samineh Bagheri Wolfgang Konen Thomas Bäck SACOBRA with Online Whitening for Solving Optimization Problems with High Conditioning. 2019 abs/1904.08397 CoRR http://arxiv.org/abs/1904.08397 db/journals/corr/corr1904.html#abs-1904-08397

Kaifeng Yang Michael Emmerich 0001 André H. Deutz Thomas Bäck Efficient Computation of Expected Hypervolume Improvement Using Box Decomposition Algorithms. 2019 abs/1904.12672 CoRR http://arxiv.org/abs/1904.12672 db/journals/corr/corr1904.html#abs-1904-12672

Alexander Hagg Alexander Asteroth Thomas Bäck Modeling User Selection in Quality Diversity. 2019 abs/1907.06912 CoRR http://arxiv.org/abs/1907.06912 db/journals/corr/corr1907.html#abs-1907-06912

Diederick Vermetten Hao Wang 0025 Carola Doerr Thomas Bäck Sequential vs. Integrated Algorithm Selection and Configuration: A Case Study for the Modular CMA-ES. 2019 abs/1912.05899 CoRR http://arxiv.org/abs/1912.05899 db/journals/corr/corr1912.html#abs-1912-05899

Carola Doerr Furong Ye Naama Horesh Hao Wang 0025 Ofer M. Shir Thomas Bäck Benchmarking Discrete Optimization Heuristics with IOHprofiler. 2019 abs/1912.09237 CoRR http://arxiv.org/abs/1912.09237 db/journals/corr/corr1912.html#abs-1912-09237

Hao Wang 0025 Michael Emmerich 0001 Thomas Bäck Cooling Strategies for the Moment-Generating Function in Bayesian Global Optimization. 1-8 2018 CEC https://doi.org/10.1109/CEC.2018.8477956 conf/cec/2018 db/conf/cec/cec2018.html#0025EB18 Sheir Yarkoni Aske Plaat Thomas Bäck First Results Solving Arbitrarily Structured Maximum Independent Set Problems Using Quantum Annealing. 1-6 2018 CEC https://doi.org/10.1109/CEC.2018.8477865 conf/cec/2018 db/conf/cec/cec2018.html#YarkoniPB18 Thomas Bäck Algorithms for Simulation-Based Optimization Problems. 5-7 2018 ECMS https://doi.org/10.7148/2018-0005 conf/ecms/2018 db/conf/ecms/ecms2018.html#Back18 Koen van der Blom Thomas Bäck A new foraging-based algorithm for online scheduling. 53-60 2018 GECCO https://doi.org/10.1145/3205455.3205496 conf/gecco/2018 db/conf/gecco/gecco2018.html#BlomB18 Sander van Rijn Sebastian Schmitt Markus Olhofer Matthijs van Leeuwen Thomas Bäck Multi-fidelity surrogate model approach to optimization. 225-226 2018 GECCO (Companion) https://doi.org/10.1145/3205651.3205757 conf/gecco/2018c db/conf/gecco/gecco2018c.html#RijnSOLB18 Hao Wang 0025 Thomas Bäck Ranking empirical cumulative distribution functions using stochastic and pareto dominance. 257-258 2018 GECCO (Companion) https://doi.org/10.1145/3205651.3205683 conf/gecco/2018c db/conf/gecco/gecco2018c.html#0025B18 Carola Doerr Furong Ye Sander van Rijn Hao Wang 0025 Thomas Bäck Towards a theory-guided benchmarking suite for discrete black-box optimization heuristics: profiling (1 + λ) EA variants on onemax and leadingones. 951-958 2018 GECCO https://doi.org/10.1145/3205455.3205621 conf/gecco/2018 db/conf/gecco/gecco2018.html#DoerrYR0B18 Ofer M. Shir Thomas Bäck Sequential experimentation by evolutionary algorithms. 956-976 2018 GECCO (Companion) https://doi.org/10.1145/3205651.3207885 https://www.wikidata.org/entity/Q130844558 conf/gecco/2018c db/conf/gecco/gecco2018c.html#ShirB18 Pramudita Satria Palar Kaifeng Yang Koji Shimoyama Michael Emmerich 0001 Thomas Bäck Multi-objective aerodynamic design with user preference using truncated expected hypervolume improvement. 1333-1340 2018 GECCO https://doi.org/10.1145/3205455.3205497 conf/gecco/2018 db/conf/gecco/gecco2018.html#PalarYSEB18 Ofer M. Shir Carola Doerr Thomas Bäck Compiling a benchmarking test-suite for combinatorial black-box optimization: a position paper. 1753-1760 2018 GECCO (Companion) https://doi.org/10.1145/3205651.3208251 conf/gecco/2018c db/conf/gecco/gecco2018c.html#ShirDB18 Milan Koch Hao Wang 0025 Thomas Bäck Machine Learning for Predicting the Damaged Parts of a Low Speed Vehicle Crash. 179-184 2018 ICDIM https://doi.org/10.1109/ICDIM.2018.8846974 conf/icdim/2018 db/conf/icdim/icdim2018.html#Koch0B18 Milan Koch Thomas Bäck Machine Learning for Predicting the Impact Point of a Low Speed Vehicle Crash. 1432-1437 2018 ICMLA https://doi.org/10.1109/ICMLA.2018.00233 conf/icmla/2018 db/conf/icmla/icmla2018.html#KochB18 Theodoros Georgiou 0001 Sebastian Schmitt Markus Olhofer Yu Liu 0012 Thomas Bäck Michael S. Lew Learning Fluid Flows. 1-8 2018 IJCNN https://doi.org/10.1109/IJCNN.2018.8489664 conf/ijcnn/2018 db/conf/ijcnn/ijcnn2018.html#GeorgiouSO0BL18 Bas van Stein Hao Wang 0025 Wojtek Kowalczyk Thomas Bäck A Novel Uncertainty Quantification Method for Efficient Global Optimization. 480-491 2018 IPMU (3) https://doi.org/10.1007/978-3-319-91479-4_40 conf/ipmu/2018-3 db/conf/ipmu/ipmu2018-3.html#Stein0KB18 Roy de Winter Bas van Stein Matthys Dijkman Thomas Bäck Designing Ships Using Constrained Multi-objective Efficient Global Optimization. 191-203 2018 LOD https://doi.org/10.1007/978-3-030-13709-0_16 conf/mod/2018 db/conf/mod/lod2018.html#WinterSDB18 Sander van Rijn Carola Doerr Thomas Bäck Towards an Adaptive CMA-ES Configurator. 54-65 2018 PPSN (1) https://doi.org/10.1007/978-3-319-99253-2_5 conf/ppsn/2018-1 db/conf/ppsn/ppsn2018-1.html#RijnDB18 Alexander Hagg Alexander Asteroth Thomas Bäck Prototype Discovery Using Quality-Diversity. 500-511 2018 PPSN (1) https://doi.org/10.1007/978-3-319-99253-2_40 conf/ppsn/2018-1 db/conf/ppsn/ppsn2018-1.html#HaggAB18 Hugo Manuel Proença Ruben Klijn Thomas Bäck Matthijs van Leeuwen Identifying flight delay patterns using diverse subgroup discovery. 60-67 2018 SSCI https://doi.org/10.1109/SSCI.2018.8628933 conf/ssci/2018 db/conf/ssci/ssci2018.html#ProencaKBL18

Alexander Hagg Alexander Asteroth Thomas Bäck Prototype Discovery using Quality-Diversity. 2018 abs/1807.09488 CoRR http://arxiv.org/abs/1807.09488 db/journals/corr/corr1807.html#abs-1807-09488

Carola Doerr Furong Ye Sander van Rijn Hao Wang 0025 Thomas Bäck Towards a Theory-Guided Benchmarking Suite for Discrete Black-Box Optimization Heuristics: Profiling (1+λ) EA Variants on OneMax and LeadingOnes. 2018 abs/1808.05850 CoRR http://arxiv.org/abs/1808.05850 db/journals/corr/corr1808.html#abs-1808-05850

Carola Doerr Hao Wang 0025 Furong Ye Sander van Rijn Thomas Bäck IOHprofiler: A Benchmarking and Profiling Tool for Iterative Optimization Heuristics. 2018 abs/1810.05281 CoRR http://arxiv.org/abs/1810.05281 db/journals/corr/corr1810.html#abs-1810-05281

Bas van Stein Hao Wang 0025 Thomas Bäck Automatic Configuration of Deep Neural Networks with EGO. 2018 abs/1810.05526 CoRR http://arxiv.org/abs/1810.05526 db/journals/corr/corr1810.html#abs-1810-05526

Samineh Bagheri Wolfgang Konen Michael Emmerich 0001 Thomas Bäck Self-adjusting parameter control for surrogate-assisted constrained optimization under limited budgets. 377-393 2017 61 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2017.07.060 db/journals/asc/asc61.html#BagheriKEB17

Jiaqi Zhao 0001 Vitor Basto-Fernandes Licheng Jiao Iryna Yevseyeva Asep Maulana Rui Li 0001 Thomas Bäck Ke Tang 0001 Michael T. M. Emmerich Corrigendum to 'Multiobjective optimization of classifiers by means of 3D convex-hull-based evolutionary algorithms' [Information Sciences volumes 367-368 (2016) 80-104]. 55 2017 403 Inf. Sci. https://doi.org/10.1016/j.ins.2017.02.033 db/journals/isci/isci403.html#ZhaoFJYMLBTE17

Zhiwei Yang 0002 Jan-Paul van Osta Barry D. Van Veen Rick van Krevelen Richard van Klaveren Andries Stam Joost N. Kok Thomas Bäck Michael Emmerich 0001 Dynamic vehicle routing with time windows in theory and practice. 119-134 2017 16 Nat. Comput. 1 https://doi.org/10.1007/s11047-016-9550-9 https://www.wikidata.org/entity/Q37642242 db/journals/nc/nc16.html#YangOVKKSKBE17

Koen van der Blom Sjonnie Boonstra Hèrm Hofmeyer Thomas Bäck Michael T. M. Emmerich Configuring advanced evolutionary algorithms for multicriteria building spatial design optimisation. 1803-1810 2017 CEC https://doi.org/10.1109/CEC.2017.7969520 conf/cec/2017 db/conf/cec/cec2017.html#BlomBHBE17 Markus Thill Wolfgang Konen Thomas Bäck Online anomaly detection on the webscope S5 dataset: A comparative study. 1-8 2017 EAIS https://doi.org/10.1109/EAIS.2017.7954844 conf/eais/2017 db/conf/eais/eais2017.html#ThillKB17 Hao Wang 0025 André H. Deutz Thomas Bäck Michael Emmerich 0001 Hypervolume Indicator Gradient Ascent Multi-objective Optimization. 654-669 2017 EMO https://doi.org/10.1007/978-3-319-54157-0_44 conf/emo/2017 db/conf/emo/emo2017.html#0025DBE17 Sander van Rijn Hao Wang 0025 Bas van Stein Thomas Bäck Algorithm configuration data mining for CMA evolution strategies. 737-744 2017 GECCO https://doi.org/10.1145/3071178.3071205 conf/gecco/2017 db/conf/gecco/gecco2017.html#Rijn0SB17 Ofer M. Shir Thomas Bäck Joshua D. Knowles Richard Allmendinger 0001 Sequential experimentation by evolutionary algorithms. 828-851 2017 GECCO (Companion) https://doi.org/10.1145/3067695.3067701 https://www.wikidata.org/entity/Q104772114 conf/gecco/2017c db/conf/gecco/gecco2017c.html#ShirBKA17 Hao Wang 0025 Bas van Stein Michael T. M. Emmerich Thomas Bäck Time complexity reduction in efficient global optimization using cluster kriging. 889-896 2017 GECCO https://doi.org/10.1145/3071178.3071321 conf/gecco/2017 db/conf/gecco/gecco2017.html#0025SEB17 Marco Schönfelder Valentin Protschky Thomas Bäck Reconstructing fixed time traffic light cycles by camera data analytics. 1-7 2017 ITSC https://doi.org/10.1109/ITSC.2017.8317631 conf/itsc/2017 db/conf/itsc/itsc2017.html#SchonfelderPB17 Thierry van der Spek Bas van Stein Marcel van der Holst Thomas Bäck A multi-method simulation of a high-frequency bus line. 1-6 2017 ITSC https://doi.org/10.1109/ITSC.2017.8317770 conf/itsc/2017 db/conf/itsc/itsc2017.html#SpekSHB17 Sheir Yarkoni Hao Wang 0025 Aske Plaat Thomas Bäck Boosting Quantum Annealing Performance Using Evolution Strategies for Annealing Offsets Tuning. 157-168 2017 QTOP@NetSys https://doi.org/10.1007/978-3-030-14082-3_14 conf/kivs/2019qtop db/conf/kivs/qtop2019.html#Yarkoni0PB17 Hao Wang 0025 Bas van Stein Michael Emmerich 0001 Thomas Bäck A new acquisition function for Bayesian optimization based on the moment-generating function. 507-512 2017 SMC https://doi.org/10.1109/SMC.2017.8122656 conf/smc/2017 db/conf/smc/smc2017.html#0025SEB17

Bas van Stein Hao Wang 0025 Wojtek Kowalczyk Michael T. M. Emmerich Thomas Bäck Cluster-based Kriging Approximation Algorithms for Complexity Reduction. 2017 abs/1702.01313 CoRR http://arxiv.org/abs/1702.01313 db/journals/corr/corr1702.html#Stein0KEB17

Martin Hofmann 0010 Florian Neukart Thomas Bäck Artificial Intelligence and Data Science in the Automotive Industry. 2017 abs/1709.01989 CoRR http://arxiv.org/abs/1709.01989 db/journals/corr/corr1709.html#abs-1709-01989

Zhiwei Yang 0002 Michael Emmerich 0001 Thomas Bäck Joost N. Kok Multi-objective inventory routing with uncertain demand using population-based metaheuristics. 205-220 2016 23 Integr. Comput. Aided Eng. 3 https://doi.org/10.3233/ICA-160515 db/journals/icae/icae23.html#YangEBK16

Jiaqi Zhao 0001 Vitor Basto-Fernandes Licheng Jiao Iryna Yevseyeva Asep Maulana Rui Li 0001 Thomas Bäck Ke Tang 0001 Michael T. M. Emmerich Multiobjective optimization of classifiers by means of 3D convex-hull-based evolutionary algorithms. 80-104 2016 367-368 Inf. Sci. https://doi.org/10.1016/j.ins.2016.05.026 db/journals/isci/isci367.html#ZhaoFJYMLBTE16

Bas van Stein Matthijs van Leeuwen Thomas Bäck Local subspace-based outlier detection using global neighbourhoods. 1136-1142 2016 IEEE BigData https://doi.org/10.1109/BigData.2016.7840717 conf/bigdataconf/2016 db/conf/bigdataconf/bigdataconf2016.html#SteinLB16 Hao Wang 0025 Michael T. M. Emmerich Thomas Bäck Balancing risk and expected gain in kriging-based global optimization. 719-727 2016 CEC https://doi.org/10.1109/CEC.2016.7743863 conf/cec/2016 db/conf/cec/cec2016.html#WangEB16 Samineh Bagheri Wolfgang Konen Thomas Bäck Equality constraint handling for surrogate-assisted constrained optimization. 1924-1931 2016 CEC https://doi.org/10.1109/CEC.2016.7744023 conf/cec/2016 db/conf/cec/cec2016.html#BagheriKB16 Kaifeng Yang André H. Deutz Zhiwei Yang 0002 Thomas Bäck Michael T. M. Emmerich Truncated expected hypervolume improvement: Exact computation and application. 4350-4357 2016 CEC https://doi.org/10.1109/CEC.2016.7744343 conf/cec/2016 db/conf/cec/cec2016.html#YangDYBE16 Bas van Stein Hao Wang 0025 Wojtek Kowalczyk Michael T. M. Emmerich Thomas Bäck Fuzzy clustering for Optimally Weighted Cluster Kriging. 939-945 2016 FUZZ-IEEE https://doi.org/10.1109/FUZZ-IEEE.2016.7737789 conf/fuzzIEEE/2016 db/conf/fuzzIEEE/fuzzIEEE2016.html#Stein0KEB16 Maren Urselmann Christophe Foussette Tim Janus Stephen Tlatlik Axel Gottschalk Michael T. M. Emmerich Sebastian Engell Thomas Bäck Selection of a DFO Method for the Efficient Solution of Continuous Constrained Sub-Problems within a Memetic Algorithm for Chemical Process Synthesis. 1029-1036 2016 GECCO https://doi.org/10.1145/2908812.2908874 conf/gecco/2016 db/conf/gecco/gecco2016.html#UrselmannFJTGEE16 Kaifeng Yang Longmei Li André H. Deutz Thomas Bäck Michael Emmerich 0001 Preference-based multiobjective optimization using truncated expected hypervolume improvement. 276-281 2016 ICNC-FSKD https://doi.org/10.1109/FSKD.2016.7603186 conf/icnc/2016 db/conf/icnc/icnc2016.html#YangLDBE16 Zhiwei Yang 0002 Hao Wang 0025 Kaifeng Yang Thomas Bäck Michael Emmerich 0001 SMS-EMOA with multiple dynamic reference points. 282-288 2016 ICNC-FSKD https://doi.org/10.1109/FSKD.2016.7603187 conf/icnc/2016 db/conf/icnc/icnc2016.html#YangWYBE16 Bas van Stein Wojtek Kowalczyk Thomas Bäck Analysis and Visualization of Missing Value Patterns. 187-198 2016 IPMU (2) https://doi.org/10.1007/978-3-319-40581-0_16 conf/ipmu/2016-2 db/conf/ipmu/ipmu2016-2.html#SteinKB16 Samineh Bagheri Wolfgang Konen Thomas Bäck Online selection of surrogate models for constrained black-box optimization. 1-8 2016 SSCI https://doi.org/10.1109/SSCI.2016.7850206 conf/ssci/2016 db/conf/ssci/ssci2016.html#BagheriKB16 Pepijn Van Heiningen Bas van Stein Thomas Bäck A framework for evaluating meta-models for simulation-based optimisation. 1-8 2016 SSCI https://doi.org/10.1109/SSCI.2016.7850207 conf/ssci/2016 db/conf/ssci/ssci2016.html#HeiningenSB16 Sander van Rijn Hao Wang 0025 Matthijs van Leeuwen Thomas Bäck Evolving the structure of Evolution Strategies. 1-8 2016 SSCI https://doi.org/10.1109/SSCI.2016.7850138 conf/ssci/2016 db/conf/ssci/ssci2016.html#Rijn0LB16

Sander van Rijn Hao Wang 0025 Matthijs van Leeuwen Thomas Bäck Evolving the Structure of Evolution Strategies. 2016 abs/1610.05231 CoRR http://arxiv.org/abs/1610.05231 db/journals/corr/corr1610.html#Rijn0LB16

Bas van Stein Matthijs van Leeuwen Thomas Bäck Local Subspace-Based Outlier Detection using Global Neighbourhoods. 2016 abs/1611.00183 CoRR http://arxiv.org/abs/1611.00183 db/journals/corr/corr1611.html#SteinLB16

Patrick Koch Tobias Wagner 0001 Michael T. M. Emmerich Thomas Bäck Wolfgang Konen Efficient multi-criteria optimization on noisy machine learning problems. 357-370 2015 29 Appl. Soft Comput. https://doi.org/10.1016/j.asoc.2015.01.005 db/journals/asc/asc29.html#KochWEBK15

Pu Wang Michael Emmerich 0001 Rui Li 0001 Ke Tang 0001 Thomas Bäck Xin Yao 0001 Convex Hull-Based Multiobjective Genetic Programming for Maximizing Receiver Operating Characteristic Performance. 188-200 2015 19 IEEE Trans. Evol. Comput. 2 https://doi.org/10.1109/TEVC.2014.2305671 db/journals/tec/tec19.html#WangELTBY15

Sander van Rijn Michael T. M. Emmerich Edgar Reehuis Thomas Bäck Optimizing Highly Constrained Truck Loadings Using a Self-Adaptive Genetic Algorithm. 227-234 2015 CEC https://doi.org/10.1109/CEC.2015.7256896 conf/cec/2015 db/conf/cec/cec2015.html#RijnERB15 Joost Leuven Michael Emmerich 0001 Edgar Reehuis Thomas Bäck User-derived mutation in highly constrained Truck Loading Optimization. 235-242 2015 CEC https://doi.org/10.1109/CEC.2015.7256897 conf/cec/2015 db/conf/cec/cec2015.html#LeuvenERB15 Kaifeng Yang Daniel Gaida Thomas Bäck Michael Emmerich 0001 Expected hypervolume improvement algorithm for PID controller tuning and the multiobjective dynamical control of a biogas plant. 1934-1942 2015 CEC https://doi.org/10.1109/CEC.2015.7257122 conf/cec/2015 db/conf/cec/cec2015.html#YangGBE15 Zhiwei Yang 0002 Michael Emmerich 0001 Thomas Bäck Ant based solver for dynamic vehicle routing problem with time windows and multiple priorities. 2813-2819 2015 CEC https://doi.org/10.1109/CEC.2015.7257238 conf/cec/2015 db/conf/cec/cec2015.html#YangEB15 Xiaoke Zhang Jun Wu 0004 Cuiying Duan Michael T. M. Emmerich Thomas Bäck Towards robustness optimization of complex networks based on redundancy backup. 2820-2826 2015 CEC https://doi.org/10.1109/CEC.2015.7257239 conf/cec/2015 db/conf/cec/cec2015.html#ZhangWDEB15 Asep Maulana Zhongzhou Jiang Jing Liu 0006 Thomas Bäck Michael T. M. Emmerich Reducing complexity in many objective optimization using community detection. 3140-3147 2015 CEC https://doi.org/10.1109/CEC.2015.7257281 conf/cec/2015 db/conf/cec/cec2015.html#MaulanaJLBE15 Hao Wang 0025 Thomas Bäck Michael T. M. Emmerich Multi-point Efficient Global Optimization Using Niching Evolution Strategy. 146-162 2015 EVOLVE https://doi.org/10.1007/978-3-319-69710-9_11 conf/evolve/2015 db/conf/evolve/evolve2015.html#0025BE15 Patrick Koch Samineh Bagheri Wolfgang Konen Christophe Foussette Peter Krause 0001 Thomas Bäck A New Repair Method For Constrained Optimization. 273-280 2015 GECCO https://doi.org/10.1145/2739480.2754658 conf/gecco/2015 db/conf/gecco/gecco2015.html#KochBKFKB15 Bas van Stein Hao Wang 0025 Wojtek Kowalczyk Thomas Bäck Michael Emmerich 0001 Optimally Weighted Cluster Kriging for Big Data Regression. 310-321 2015 IDA https://doi.org/10.1007/978-3-319-24465-5_27 conf/ida/2015 db/conf/ida/ida2015.html#SteinWKBE15 Zhiwei Yang 0002 Michael Emmerich 0001 Thomas Bäck Joost N. Kok Multicriteria Inventory Routing by Cooperative Swarms and Evolutionary Algorithms. 127-137 2015 IWINAC (2) https://doi.org/10.1007/978-3-319-18833-1_14 conf/iwinac/2015-2 db/conf/iwinac/iwinac2015-2.html#YangEBK15 Pepijn Van Heiningen Edgar Reehuis Thomas Bäck Comparing a Weiszfeld's-Based Procedure and (1+1)-es for Solving the Planar Single-Facility Location-Routing Problem. 1743-1750 2015 SSCI https://doi.org/10.1109/SSCI.2015.243 conf/ssci/2015 db/conf/ssci/ssci2015.html#HeiningenRB15

Samineh Bagheri Wolfgang Konen Michael Emmerich 0001 Thomas Bäck Solving the G-problems in less than 500 iterations: Improved efficient constrained optimization by surrogate modeling and adaptive parameter control. 2015 abs/1512.09251 CoRR http://arxiv.org/abs/1512.09251 db/journals/corr/corr1512.html#BagheriKEB15

Thomas Bäck Introduction to evolution strategies. 251-280 2014 GECCO (Companion) https://doi.org/10.1145/2598394.2605337 conf/gecco/2014c db/conf/gecco/gecco2014c.html#Back14 Kaifeng Yang Michael T. M. Emmerich Rui Li 0001 Ji Wang Thomas Bäck Power Distribution Network Reconfiguration by Evolutionary Integer Programming. 11-23 2014 PPSN https://doi.org/10.1007/978-3-319-10762-2_2 conf/ppsn/2014 db/conf/ppsn/ppsn2014.html#YangELWB14 Hao Wang 0025 Michael Emmerich 0001 Thomas Bäck Mirrored orthogonal sampling with pairwise selection in evolution strategies. 154-156 2014 SAC https://doi.org/10.1145/2554850.2555089 conf/sac/2014 db/conf/sac/sac2014.html#WangEB14

Jiaqi Zhao 0001 Vitor Basto-Fernandes Licheng Jiao Iryna Yevseyeva Asep Maulana Rui Li 0001 Thomas Bäck Michael T. M. Emmerich Multiobjective Optimization of Classifiers by Means of 3-D Convex Hull Based Evolutionary Algorithm. 2014 abs/1412.5710 CoRR http://arxiv.org/abs/1412.5710 db/journals/corr/corr1412.html#ZhaoFJYMLBE14

Thomas Bäck Christophe Foussette Peter Krause 0001 Contemporary Evolution Strategies 2013 1-86 Springer Natural Computing Series 978-3-642-40136-7 https://doi.org/10.1007/978-3-642-40137-4

Rui Li 0001 Michael T. M. Emmerich Jeroen Eggermont Thomas Bäck Martin Schütz Jouke Dijkstra Johan H. C. Reiber Mixed Integer Evolution Strategies for Parameter Optimization. 29-64 2013 21 Evol. Comput. 1 https://doi.org/10.1162/EVCO_a_00059 https://www.wikidata.org/entity/Q43772813 db/journals/ec/ec21.html#LiEEBSDR13

Christoph Johann Stettina Zhao Zhou Thomas Bäck Bernhard R. Katzy Academic education of software engineering practices: towards planning and improving capstone courses based upon intensive coaching and team routines. 169-178 2013 CSEE&T https://doi.org/10.1109/CSEET.2013.6595248 https://doi.ieeecomputersociety.org/10.1109/CSEET.2013.6595248 conf/csee/2013 db/conf/csee/csee2013.html#StettinaZBK13 Thomas Bäck Evolution strategies: basic introduction. 265-292 2013 GECCO (Companion) https://doi.org/10.1145/2464576.2480798 conf/gecco/2013c db/conf/gecco/gecco2013c.html#Back13 Edgar Reehuis Markus Olhofer Michael Emmerich 0001 Bernhard Sendhoff Thomas Bäck Novelty and interestingness measures for design-space exploration. 1541-1548 2013 GECCO https://doi.org/10.1145/2463372.2463557 conf/gecco/2013 db/conf/gecco/gecco2013.html#ReehuisOESB13 Edgar Reehuis Markus Olhofer Bernhard Sendhoff Thomas Bäck Learning-Guided Exploration in Airfoil Optimization. 505-512 2013 IDEAL https://doi.org/10.1007/978-3-642-41278-3_61 conf/ideal/2013 db/conf/ideal/ideal2013.html#ReehuisOSB13 Barry D. Van Veen Michael Emmerich 0001 Zhiwei Yang 0002 Thomas Bäck Joost N. Kok Ant Colony Algorithms for the Dynamic Vehicle Routing Problem with Time Windows. 1-10 2013 IWINAC (2) https://doi.org/10.1007/978-3-642-38622-0_1 conf/iwinac/2013-2 db/conf/iwinac/iwinac2013-2.html#VeenEYBK13

Pu Wang Michael Emmerich 0001 Rui Li 0001 Ke Tang 0001 Thomas Bäck Xin Yao 0001 Convex Hull-Based Multi-objective Genetic Programming for Maximizing ROC Performance http://arxiv.org/abs/1303.3145 2013 CoRR abs/1303.3145 db/journals/corr/corr1303.html#abs-1303-3145

Stefan Wink Thomas Bäck Michael T. M. Emmerich A meta-genetic algorithm for solving the Capacitated Vehicle Routing Problem. 1-8 2012 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2012.6253010 conf/cec/2012 db/conf/cec/cec2012.html#WinkBE12 Thomas Bäck Evolution strategies: basic introduction. 711-736 2012 GECCO (Companion) https://doi.org/10.1145/2330784.2330913 conf/gecco/2012c db/conf/gecco/gecco2012c.html#Baeck12 Jelle de Groot Ariadi Nugroho Thomas Bäck Joost Visser 0001 What is the value of your software? 37-44 2012 MTD@ICSE https://doi.org/10.1109/MTD.2012.6225998 https://doi.ieeecomputersociety.org/10.1109/MTD.2012.6225998 http://dl.acm.org/citation.cfm?id=2666043 conf/icse/2012mtd db/conf/icse/mtd2012.html#GrootNBV12 Grzegorz Rozenberg Thomas Bäck Joost N. Kok Handbook of Natural Computing 2012 Springer https://doi.org/10.1007/978-3-540-92910-9 978-3-540-92909-3 Handbook of Natural Computing db/reference/nc/nc2012.html Thomas Bäck Evolution strategies: basic introduction. 875-898 2011 GECCO (Companion) https://doi.org/10.1145/2001858.2002118 conf/gecco/2011c db/conf/gecco/gecco2011c.html#Back11 Johannes W. Kruisselbrink Edgar Reehuis André H. Deutz Thomas Bäck Michael Emmerich 0001 Using the uncertainty handling CMA-ES for finding robust optima. 877-884 2011 GECCO https://doi.org/10.1145/2001576.2001696 conf/gecco/2011 db/conf/gecco/gecco2011.html#KruisselbrinkRDBE11 Johannes W. Kruisselbrink Rui Li 0001 Edgar Reehuis Jeroen Eggermont Thomas Bäck On the log-normal self-adaptation of the mutation rate in binary search spaces. 893-900 2011 GECCO https://doi.org/10.1145/2001576.2001699 conf/gecco/2011 db/conf/gecco/gecco2011.html#KruisselbrinkLREB11 Thomas Bäck Lutz Keßler Ingo Heinle Evolutionary strategies for identification and validation of material model parameters for forming simulations. 1779-1786 2011 GECCO https://doi.org/10.1145/2001576.2001815 conf/gecco/2011 db/conf/gecco/gecco2011.html#BackKH11

Ofer M. Shir Michael Emmerich 0001 Thomas Bäck Adaptive Niche Radii and Niche Shapes Approaches for Niching with the CMA-ES. 97-126 2010 18 Evol. Comput. 1 https://doi.org/10.1162/evco.2010.18.1.18104 https://www.wikidata.org/entity/Q48235791 db/journals/ec/ec18.html#ShirEB10

Johannes W. Kruisselbrink Michael T. M. Emmerich André H. Deutz Thomas Bäck A robust optimization approach using Kriging metamodels for robustness approximation in the CMA-ES. 1-8 2010 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2010.5586235 conf/cec/2010 db/conf/cec/cec2010.html#KruisselbrinkEDB10 Edgar Reehuis Thomas Bäck Mixed-integer evolution strategy using multiobjective selection applied to warehouse design optimization. 1187-1194 2010 GECCO https://doi.org/10.1145/1830483.1830700 conf/gecco/2010 db/conf/gecco/gecco2010.html#ReehuisB10 Thomas Bäck Evolution strategies: basic introduction. 2263-2288 2010 GECCO (Companion) https://doi.org/10.1145/1830761.1830895 conf/gecco/2010c db/conf/gecco/gecco2010c.html#Baeck10 Thomas Bäck Joshua D. Knowles Ofer M. Shir Experimental optimization by evolutionary algorithms. 2897-2916 2010 GECCO (Companion) https://doi.org/10.1145/1830761.1830922 conf/gecco/2010c db/conf/gecco/gecco2010c.html#BackKS10 Johannes W. Kruisselbrink Michael Emmerich 0001 André H. Deutz Thomas Bäck Exploiting Overlap When Searching for Robust Optima. 63-72 2010 PPSN (1) https://doi.org/10.1007/978-3-642-15844-5_7 conf/ppsn/2010-1 db/conf/ppsn/ppsn2010-1.html#KruisselbrinkEDB10 Johannes W. Kruisselbrink Michael Emmerich 0001 Thomas Bäck An Archive Maintenance Scheme for Finding Robust Solutions. 214-223 2010 PPSN (1) https://doi.org/10.1007/978-3-642-15844-5_22 conf/ppsn/2010-1 db/conf/ppsn/ppsn2010-1.html#KruisselbrinkEB10

Ofer M. Shir Thomas Bäck Niching with derandomized evolution strategies in artificial and real-world landscapes. 171-196 2009 8 Nat. Comput. 1 https://doi.org/10.1007/s11047-007-9065-5 db/journals/nc/nc8.html#ShirB09

Ofer M. Shir Thomas Bäck Niching Methods: Speciation Theory Applied for Multi-modal Function Optimization. 705-729 2009 Algorithmic Bioprocesses https://doi.org/10.1007/978-3-540-88869-7_35 conf/birthday/2009rozenberg db/conf/birthday/rozenberg2009.html#ShirB09 Johannes W. Kruisselbrink Michael T. M. Emmerich Thomas Bäck Andreas Bender 0002 Adriaan P. IJzerman Eelke van der Horst Combining Aggregation with Pareto Optimization: A Case Study in Evolutionary Molecular Design. 453-467 2009 EMO https://doi.org/10.1007/978-3-642-01020-0_36 conf/emo/2009 db/conf/emo/emo2009.html#KruisselbrinkEBBIH09 Johannes W. Kruisselbrink Alexander Aleman Michael T. M. Emmerich Adriaan P. IJzerman Andreas Bender 0002 Thomas Bäck Eelke van der Horst Enhancing search space diversity in multi-objective evolutionary drug molecule design using niching. 217-224 2009 GECCO https://doi.org/10.1145/1569901.1569932 conf/gecco/2009g db/conf/gecco/gecco2009.html#KruisselbrinkAEIBBH09 Johannes W. Kruisselbrink Michael T. M. Emmerich Thomas Bäck On the limitations of adaptive resampling in using the student's t-test evolution strategies. 2649-2656 2009 GECCO (Companion) https://doi.org/10.1145/1570256.1570376 conf/gecco/2009c db/conf/gecco/gecco2009c.html#KruisselbrinkEB09 Juan Chen Michael T. M. Emmerich Rui Li 0001 Joost N. Kok Thomas Bäck How to Do Recombination in Evolution Strategies: An Empirical Study. 223-232 2009 IWINAC (1) https://doi.org/10.1007/978-3-642-02264-7_24 conf/iwinac/2009-1 db/conf/iwinac/iwinac2009-1.html#ChenELKB09

Thomas Bäck Michael Emmerich 0001 Ofer M. Shir Evolutionary algorithms for real world applications [Application Notes]. 64-67 2008 3 IEEE Comput. Intell. Mag. 1 https://doi.org/10.1109/MCI.2007.913378 db/journals/cim/cim3.html#BackES08

Ofer M. Shir Thomas Bäck Herschel Rabitz Marc J. J. Vrakking On the evolution of laser pulses under a dynamic Quantum Control environment. 2127-2134 2008 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2008.4631081 conf/cec/2008 db/conf/cec/cec2008.html#ShirBRV08 Rui Li 0001 Michael T. M. Emmerich Jeroen Eggermont Ernst G. P. Bovenkamp Thomas Bäck Jouke Dijkstra Johan H. C. Reiber Metamodel-assisted mixed integer evolution strategies and their application to intravascular ultrasound image analysis. 2764-2771 2008 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2008.4631169 conf/cec/2008 db/conf/cec/cec2008.html#LiEEBBDR08 Jeroen Eggermont Rui Li 0001 Ernst G. P. Bovenkamp Henk A. Marquering Michael T. M. Emmerich Aad van der Lugt Thomas Bäck Jouke Dijkstra Johan H. C. Reiber Optimizing Computed Tomographic Angiography Image Segmentation Using Fitness Based Partitioning. 275-284 2008 EvoWorkshops https://doi.org/10.1007/978-3-540-78761-7_28 conf/evoW/2008 db/conf/evoW/evoW2008.html#EggermontLBMELBDR08 Ofer M. Shir Jonathan Roslund Thomas Bäck Herschel Rabitz Performance analysis of derandomized evolution strategies in quantum control experiments. 519-526 2008 GECCO https://doi.org/10.1145/1389095.1389193 https://www.wikidata.org/entity/Q130929374 conf/gecco/2008 db/conf/gecco/gecco2008.html#ShirRBR08 Ron Breukelaar Thomas Bäck Self-adaptive mutation rates in genetic algorithm for inverse design of cellular automata. 1101-1102 2008 GECCO https://doi.org/10.1145/1389095.1389298 conf/gecco/2008 db/conf/gecco/gecco2008.html#BreukelaarB08 Johannes W. Kruisselbrink Thomas Bäck Adriaan P. IJzerman Eelke van der Horst Evolutionary algorithms for automated drug design towards target molecule properties. 1555-1562 2008 GECCO https://doi.org/10.1145/1389095.1389393 conf/gecco/2008 db/conf/gecco/gecco2008.html#KruisselbrinkBIH08 Thomas Bäck Evolution strategies: basic introduction. 2259-2276 2008 GECCO (Companion) https://doi.org/10.1145/1388969.1389055 conf/gecco/2008c db/conf/gecco/gecco2008c.html#Back08 Jan Willem Klinkenberg Michael T. M. Emmerich André H. Deutz Ofer M. Shir Thomas Bäck A Reduced-Cost SMS-EMOA Using Kriging, Self-Adaptation, and Parallelization. 301-311 2008 MCDM https://doi.org/10.1007/978-3-642-04045-0_26 conf/mcdm/2008 db/conf/mcdm/mcdm2008.html#KlinkenbergEDSB08 Vincent van der Goes Ofer M. Shir Thomas Bäck Niche Radius Adaptation with Asymmetric Sharing. 195-204 2008 PPSN https://doi.org/10.1007/978-3-540-87700-4_20 conf/ppsn/2008 db/conf/ppsn/ppsn2008.html#GoesSB08 Rui Li 0001 Jeroen Eggermont Ofer M. Shir Michael T. M. Emmerich Thomas Bäck Jouke Dijkstra Johan H. C. Reiber Mixed-Integer Evolution Strategies with Dynamic Niching. 246-255 2008 PPSN https://doi.org/10.1007/978-3-540-87700-4_25 conf/ppsn/2008 db/conf/ppsn/ppsn2008.html#LiESEBDR08

Christiaan V. Henkel Thomas Bäck Joost N. Kok Grzegorz Rozenberg Herman P. Spaink DNA computing of solutions to knapsack problems. 156-162 2007 88 Biosyst. 1-2 https://doi.org/10.1016/j.biosystems.2006.06.001 https://www.wikidata.org/entity/Q33251414 db/journals/biosystems/biosystems88.html#HenkelBKRS07

Thomas Bäck Benedikt Löwe Computing and the natural sciences at CiE 2005. 1-3 2007 371 Theor. Comput. Sci. 1-2 https://doi.org/10.1016/j.tcs.2006.10.011 db/journals/tcs/tcs371.html#BackL07

Riccardo Fanciulli Lars Willmes Janne Savolainen Peter van der Walle Thomas Bäck Jennifer L. Herek Evolution Strategies for Laser Pulse Compression. 219-230 2007 Artificial Evolution https://doi.org/10.1007/978-3-540-79305-2_19 conf/ae/2007 db/conf/ae/ae2007.html#FanciulliWSWBH07 Ofer M. Shir Michael Emmerich 0001 Thomas Bäck Self-Adaptive Niching CMA-ES with Mahalanobis Metric. 820-827 2007 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2007.4424555 conf/cec/2007 db/conf/cec/cec2007.html#ShirEB07 Ofer M. Shir Michael Emmerich 0001 Thomas Bäck Marc J. J. Vrakking The application of evolutionary multi-criteria optimization to dynamic molecular alignment. 4108-4115 2007 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2007.4425007 conf/cec/2007 db/conf/cec/cec2007.html#ShirEBV07 Ofer M. Shir Vered Raz Roeland W. Dirks Thomas Bäck Classification of Cell Fates with Support Vector Machine Learning. 258-269 2007 conf/evoW/2007bio EvoBIO https://doi.org/10.1007/978-3-540-71783-6_25 db/conf/evoW/evobio2007.html#ShirRDB07 Rui Li 0001 Jeroen Eggermont Michael T. M. Emmerich Ernst G. P. Bovenkamp Thomas Bäck Jouke Dijkstra Johan H. C. Reiber Towards Dynamic Fitness Based Partitioning for IntraVascular UltraSound Image Analysis. 391-398 2007 conf/evoW/2007 EvoWorkshops https://doi.org/10.1007/978-3-540-71805-5_43 db/conf/evoW/evoW2007.html#LiEEBBDR07 Ofer M. Shir Thomas Bäck Performance analysis of niching algorithms based on derandomized-ES variants. 705-712 2007 conf/gecco/2007 GECCO https://doi.org/10.1145/1276958.1277103 db/conf/gecco/gecco2007.html#ShirB07 Ofer M. Shir Thomas Bäck The second harmonic generation case-study as a gateway for es to quantum control problems. 713-721 2007 conf/gecco/2007 GECCO https://doi.org/10.1145/1276958.1277104 https://www.wikidata.org/entity/Q130928230 db/conf/gecco/gecco2007.html#ShirB07a Ofer M. Shir Thomas Bäck Marc J. J. Vrakking On the scalability of evolution strategies in the optimization of dynamic molecular alignment. 2266 2007 conf/gecco/2007 GECCO https://doi.org/10.1145/1276958.1277401 db/conf/gecco/gecco2007.html#ShirBV07 Ofer M. Shir Joost N. Kok Thomas Bäck Marc J. J. Vrakking Gaining Insights into Laser Pulse Shaping by Evolution Strategies. 467-477 2007 conf/iwinac/2007-1 IWINAC (1) https://doi.org/10.1007/978-3-540-73053-8_47 db/conf/iwinac/iwinac2007-1.html#ShirKBV07

Eric-Wubbo Lameijer Joost N. Kok Thomas Bäck Adriaan P. IJzerman The Molecule Evoluator. An Interactive Evolutionary Algorithm for the Design of Drug-Like Molecules. 545-552 2006 46 J. Chem. Inf. Model. 2 https://doi.org/10.1021/ci050369d https://www.wikidata.org/entity/Q51945212 db/journals/jcisd/jcisd46.html#LameijerKBI06

Eric-Wubbo Lameijer Joost N. Kok Thomas Bäck Adriaan P. IJzerman Mining a Chemical Database for Fragment Co-occurrence: Discovery of "Chemical Clichés". 553-562 2006 46 J. Chem. Inf. Model. 2 https://doi.org/10.1021/ci050370c https://www.wikidata.org/entity/Q48712578 db/journals/jcisd/jcisd46.html#LameijerKBI06a

Jeroen Kazius Siegfried Nijssen Joost N. Kok Thomas Bäck Adriaan P. IJzerman Substructure Mining Using Elaborate Chemical Representation. 597-605 2006 46 J. Chem. Inf. Model. 2 https://doi.org/10.1021/ci0503715 https://www.wikidata.org/entity/Q51945207 db/journals/jcisd/jcisd46.html#KaziusNKBI06

Ofer M. Shir Christian Siedschlag Thomas Bäck Marc J. J. Vrakking Evolutionary Algorithms in the Optimization of Dynamic Molecular Alignment. 2912-2919 2006 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2006.1688675 conf/cec/2006 db/conf/cec/cec2006.html#ShirSBV06 Rui Li 0001 Michael Emmerich 0001 Ernst G. P. Bovenkamp Jeroen Eggermont Thomas Bäck Jouke Dijkstra Johan H. C. Reiber Mixed-Integer Evolution Strategies and Their Application to Intravascular Ultrasound Image Analysis. 415-426 2006 conf/evoW/2006 EvoWorkshops https://doi.org/10.1007/11732242_37 db/conf/evoW/evoW2006.html#LiEBEBDR06 Ron Breukelaar Michael Emmerich 0001 Thomas Bäck On Interactive Evolution Strategies. 530-541 2006 conf/evoW/2006 EvoWorkshops https://doi.org/10.1007/11732242_51 db/conf/evoW/evoW2006.html#BreukelaarEB06 Ofer M. Shir Christian Siedschlag Thomas Bäck Marc J. J. Vrakking The complete-basis-functions parameterization in ES and its application to laser pulse shaping. 1769-1776 2006 conf/gecco/2006 GECCO https://doi.org/10.1145/1143997.1144284 db/conf/gecco/gecco2006.html#ShirSBV06 Ofer M. Shir Joost N. Kok Thomas Bäck Marc J. J. Vrakking Learning the Complete-Basis-Functions Parameterization for the Optimization of Dynamic Molecular Alignment by ES. 410-418 2006 conf/ideal/2006 IDEAL https://doi.org/10.1007/11875581_50 db/conf/ideal/ideal2006.html#ShirKBV06 Rui Li 0001 Michael T. M. Emmerich Jeroen Eggermont Ernst G. P. Bovenkamp Thomas Bäck Jouke Dijkstra Johan H. C. Reiber Mixed-Integer NK Landscapes. 42-51 2006 conf/ppsn/2006 PPSN https://doi.org/10.1007/11844297_5 db/conf/ppsn/ppsn2006.html#LiEEBBDR06 Ofer M. Shir Thomas Bäck Niche Radius Adaptation in the CMA-ES Niching Algorithm. 142-151 2006 conf/ppsn/2006 PPSN https://doi.org/10.1007/11844297_15 db/conf/ppsn/ppsn2006.html#ShirB06

Eric-Wubbo Lameijer Thomas Bäck Joost N. Kok Adriaan P. IJzerman Evolutionary Algorithms in Drug Design. 177-243 2005 4 Nat. Comput. 3 https://doi.org/10.1007/s11047-004-5237-8 db/journals/nc/nc4.html#LameijerBKI05

Ofer M. Shir Christian Siedschlag Thomas Bäck Marc J. J. Vrakking Niching in Evolution Strategies and Its Application to Laser Pulse Shaping. 85-96 2005 conf/ae/2005 Artificial Evolution https://doi.org/10.1007/11740698_8 db/conf/ae/ae2005.html#ShirSBV05 Ofer M. Shir Thomas Bäck Dynamic niching in evolution strategies with covariance matrix adaptation. 2584-2591 2005 conf/cec/2005 Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2005.1555018 db/conf/cec/cec2005.html#ShirB05 Ron Breukelaar Thomas Bäck Using a genetic algorithm to evolve behavior in multi dimensional cellular automata: emergence of behavior. 107-114 2005 conf/gecco/2005 GECCO https://doi.org/10.1145/1068009.1068024 https://www.wikidata.org/entity/Q30052716 db/conf/gecco/gecco2005.html#BreukelaarB05 Ofer M. Shir Thomas Bäck Niching in evolution strategies. 915-916 2005 conf/gecco/2005 GECCO https://doi.org/10.1145/1068009.1068162 db/conf/gecco/gecco2005.html#ShirB05 Elena V. Samsonova Thomas Bäck Joost N. Kok Adriaan P. IJzerman Reliable Hierarchical Clustering with the Self-organizing Map. 385-396 2005 conf/ida/2005 IDA https://doi.org/10.1007/11552253_35 db/conf/ida/ida2005.html#SamsonovaBKI05 Thomas Bäck Ron Breukelaar Using Genetic Algorithms to Evolve Behavior in Cellular Automata. 1-10 2005 conf/uc/2005 UC https://doi.org/10.1007/11560319_1 db/conf/uc/uc2005.html#BackB05

Jano I. van Hemert Thomas Bäck Robust Parameter Settings for Variation Operators by Measuring the Resampling Ratio: A Study on Binary Constraint Satisfaction Problems. 629-640 2004 10 J. Heuristics 6 https://doi.org/10.1007/s10732-005-5433-4 db/journals/heuristics/heuristics10.html#HemertB04

Thomas Bäck Lars Willmes Peter Krause 0001 Industrial Optimization by Evolution Strategies: A Bioinspired Optimization Algorithm. 337-344 2004 28 Informatica (Slovenia) 4 db/journals/informaticaSI/informaticaSI28.html#BackWK04

Thomas Bäck Marc Schoenauer Lars Willmes Preface. 1-3 2004 3 Nat. Comput. 1 https://doi.org/10.1023/B:NACO.0000023474.15464.cd db/journals/nc/nc3.html#BackSW04

Ron Breukelaar Thomas Bäck Evolving Transition Rules for Multi Dimensional Cellular Automata. 182-191 https://doi.org/10.1007/978-3-540-30479-1_19 2004 conf/acri/2004 ACRI db/conf/acri/acri2004.html#BreukelaarB04 Thomas Bäck Ron Breukelaar Lars Willmes Inverse Design of Cellular Automata by Genetic Algorithms: An Unconventional Programming Paradigm. 161-172 2004 conf/upp/2004 UPP https://doi.org/10.1007/11527800_13 db/conf/upp/upp2004.html#BackBW04

Siegfried Nijssen Thomas Bäck An analysis of the behavior of simplified evolutionary algorithms on trap functions. 11-22 2003 7 IEEE Trans. Evol. Comput. 1 db/journals/tec/tec7.html#NijssenB03 https://doi.org/10.1109/TEVC.2002.806169

Lars Willmes Thomas Bäck Yaochu Jin Bernhard Sendhoff Comparing neural networks and Kriging for fitness approximation in evolutionary optimization. 663-670 2003 IEEE Congress on Evolutionary Computation https://doi.org/10.1109/CEC.2003.1299639 conf/cec/2003 db/conf/cec/cec2003.html#WillmesBJS03 Lars Willmes Thomas Bäck Multi-criteria Airfoil Design with Evolution Strategies. 782-795 2003 conf/emo/2003 EMO https://doi.org/10.1007/3-540-36970-8_55 db/conf/emo/emo2003.html#WillmesB03 Elena V. Samsonova Thomas Bäck Margot W. Beukers Adriaan P. IJzerman Joost N. Kok Combining and Comparing Cluster Methods in a Receptor Database. 341-351 https://doi.org/10.1007/978-3-540-45231-7_32 2003 conf/ida/2003 IDA db/conf/ida/ida2003.html#SamsonovaBBIK03

Thomas Bäck Evolutionary Computation: A Guided Tour. 132-166 2002 77 Bull. EATCS db/journals/eatcs/eatcs77.html#Back02

Thomas Bäck Adaptive business intelligence based on evolution strategies: some application examples of self-adaptive software. 113-121 2002 148 Inf. Sci. 1-4 https://doi.org/10.1016/S0020-0255(02)00283-9 db/journals/isci/isci148.html#Back02

Boris Naujoks Werner Haase Jörg Ziegenhirt Thomas Bäck Multi Objective Airfoil Design Using Single Parent Populations. 1156-1163 2002 conf/gecco/2002 GECCO db/conf/gecco/gecco2002.html#NaujoksHZB02 Thomas Bäck Adaptive Business Intelligence Based on Evolution Strategies: Some Application Examples of Self-Adaptive Software. 2-6 2002 conf/jcis/2002 JCIS db/conf/jcis/jcis2002.html#Back02 Thomas Bäck Daniel Vermeulen A. E. Eiben Effects of Tax and Evolution in an Artificial Society. 1151-1156 2002 conf/jcis/2002 JCIS db/conf/jcis/jcis2002.html#BackVE02 Jano I. van Hemert Thomas Bäck Measuring the Searched Space to Guide Efficiency: The Principle and Evidence on Constraint Satisfaction. 23-32 2002 conf/ppsn/2002 PPSN https://doi.org/10.1007/3-540-45712-7_3 db/conf/ppsn/ppsn2002.html#HemertB02 Michael Emmerich 0001 Alexios Giotis Mutlu Özdemir Thomas Bäck Kyriakos C. Giannakoglou Metamodel-Assisted Evolution Strategies. 361-370 2002 conf/ppsn/2002 PPSN https://doi.org/10.1007/3-540-45712-7_35 db/conf/ppsn/ppsn2002.html#EmmerichGOBG02 Boris Naujoks Lars Willmes Thomas Bäck Werner Haase Evaluating Multi-criteria Evolutionary Algorithms for Airfoil Optimisation. 841-850 2002 conf/ppsn/2002 PPSN https://doi.org/10.1007/3-540-45712-7_81 db/conf/ppsn/ppsn2002.html#NaujoksWBH02 Sandor Markon Dirk V. Arnold Thomas Bäck Thomas Beielstein Hans-Georg Beyer Thresholding-a selection operator for noisy ES. 465-472 2001 CEC https://doi.org/10.1109/CEC.2001.934428 conf/cec/2001 db/conf/cec/cec2001.html#MarkonABBB01 Thomas Bäck Jeannette M. de Graaf Joost N. Kok Walter A. Kosters Theory of Genetic Algorithms. 546-578 2001 books/ws/PhaunRS01 Current Trends in Theoretical Computer Science db/books/collections/PhaunRS2001.html#BackGKK01 Ben Paechter Thomas Bäck Marc Schoenauer Michèle Sebag Ágoston E. Eiben Juan Julián Merelo Terence C. Fogarty A Distributed Resource Evolutionary Algorithm Machine (DREAM). 951-958 2000 CEC https://doi.org/10.1109/CEC.2000.870746 conf/cec/2000 db/conf/cec/cec2000.html#PaechterBSSEMF00 Thomas Bäck A. E. Eiben Nikolai A. L. van der Vaart An Empirical Study on GAs "Without Parameters". 315-324 2000 conf/ppsn/2000 PPSN db/conf/ppsn/ppsn2000.html#BackEV00 https://doi.org/10.1007/3-540-45356-3_31 Thomas Bäck Joost N. Kok Grzegorz Rozenberg Cross-fertilization between evolutionary computation and DNA-based computing. 980-987 1999 CEC https://doi.org/10.1109/CEC.1999.782529 conf/cec/1999 db/conf/cec/cec1999.html#BackKR99 Thomas Bäck Ágoston E. Eiben Generalizations of intermediate recombination in evolution strategies. 1566-1573 1999 CEC https://doi.org/10.1109/CEC.1999.782670 conf/cec/1999 db/conf/cec/cec1999.html#BackE99 Thomas Bäck Martin Schütz Raúl Héctor Gallard Guillermo Leguizamón Improved Evolutionary Algorithms for Scheduling Problems. 61-68 1999 conf/gait/1999 German-Argentinian Workshop on Information Technology db/conf/gait/gait1999.html#BackSGL99

Thomas Bäck An Overview of Parameter Control Methods by Self-Adaption in Evolutionary Algorithms. 51-66 1998 35 Fundam. Informaticae 1-4 db/journals/fuin/fuin35.html#Back98 https://doi.org/10.3233/FI-1998-35123404

Dirk Wiesmann Ulrich Hammel Thomas Bäck Robust design of multilayer optical coatings by means of evolutionary algorithms. 162-167 1998 2 IEEE Trans. Evol. Comput. 4 db/journals/tec/tec2.html#WiesmannHB98 https://doi.org/10.1109/4235.738986

Thomas Bäck A. E. Eiben Marco E. Vink A Superior Evolutionary Algorithm for 3-SAT. 125-136 1998 conf/eps/1998 Evolutionary Programming db/conf/eps/ep1998.html#BackEV98 https://doi.org/10.1007/BFb0040766 A. E. Eiben Thomas Bäck Marc Schoenauer Hans-Paul Schwefel Parallel Problem Solving from Nature - PPSN V, 5th International Conference, Amsterdam, The Netherlands, September 27-30, 1998, Proceedings PPSN Lecture Notes in Computer Science 1498 Springer 1998 3-540-65078-4 https://doi.org/10.1007/BFb0056843 db/conf/ppsn/ppsn1998.html

Thomas Bäck Evolutionary computation: Toward a new philosophy of machine intelligence. 28-30 1997 2 Complex. 4 https://doi.org/10.1002/(SICI)1099-0526(199703/04)2:4<28::AID-CPLX7>3.0.CO;2-2 db/journals/complexity/complexity2.html#Back97

A. E. Eiben Thomas Bäck Empirical Investigation of Multiparent Recombination Operators in Evolution Strategies. 347-365 1997 5 Evol. Comput. 3 db/journals/ec/ec5.html#EibenB97 https://doi.org/10.1162/evco.1997.5.3.347 https://www.wikidata.org/entity/Q52224115

Thomas Bäck Ulrich Hammel Hans-Paul Schwefel Evolutionary computation: comments on the history and current state. 3-17 1997 1 IEEE Trans. Evol. Comput. 1 db/journals/tec/tec1.html#BackHS97 https://doi.org/10.1109/4235.585888 https://www.wikidata.org/entity/Q112051273

Thomas Bäck Proceedings of the 7th International Conference on Genetic Algorithms, East Lansing, MI, USA, July 19-23, 1997 ICGA Morgan Kaufmann 1997 db/conf/icga/icga1997.html Thomas Bäck Evolutionary algorithms in theory and practice - evolution strategies, evolutionary programming, genetic algorithms. I-XII, 1-314 Oxford University Press 1996 978-0-19-509971-3 Thomas Bäck Hans-Paul Schwefel Evolutionary Computation: An Overview. 20-29 1996 conf/icec/1996 International Conference on Evolutionary Computation db/conf/icec/icec1996.html#BackS96 https://doi.org/10.1109/ICEC.1996.542329 Thomas Bäck Jochen Heistermann Cornelia Kappler Michele Zamparelli Evolutionary Algorithms Support Refueling of Pressurized Water Reactors. 104-108 1996 conf/icec/1996 International Conference on Evolutionary Computation db/conf/icec/icec1996.html#BackHKZ96 https://doi.org/10.1109/ICEC.1996.542342 Thomas Bäck Martin Schütz Intelligent Mutation Rate Control in Canonical Genetic Algorithms. 158-167 1996 conf/ismis/1996 ISMIS db/conf/ismis/ismis96.html#BackS96 https://doi.org/10.1007/3-540-61286-6_141 Thomas Bäck Holger Dörnemann Ulrich Hammel Pierre Frankhauser Modeling Urban Growth by Cellular Automata. 636-645 1996 conf/ppsn/1996 PPSN db/conf/ppsn/ppsn1996.html#BackDHF96 https://doi.org/10.1007/3-540-61723-X_1027 https://www.wikidata.org/entity/Q58177037 Cornelia Kappler Thomas Bäck Jürgen Heistermann A. Van der Velde Michele Zamparelli Refueling of a Nuclear Power Plant: Comparison of a Naive and a Specialized Mutation Operator. 829-838 1996 conf/ppsn/1996 PPSN db/conf/ppsn/ppsn1996.html#KapplerBHVZ96 https://doi.org/10.1007/3-540-61723-X_1046 Lawrence J. Fogel Peter J. Angeline Thomas Bäck Proceedings of the Fifth Annual Conference on Evolutionary Programming, EP 1996, San Diego, CA, USA, February 29 - March 2, 1996. 1996 EP MIT Press 0-262-06190-2 db/conf/eps/ep1996.html Thomas Bäck Evolution Strategies: An Alternative Evolutionary Algorithm. 3-20 1995 conf/ae/1995 Artificial Evolution db/conf/ae/ae1995.html#Back95 https://doi.org/10.1007/3-540-61108-8_27 Thomas Bäck Martin Schütz Sami Khuri A Comparative Study of a Penalty Function, a Repair Heuristic and Stochastic Operators with the Set-Covering Problem. 320-332 1995 conf/ae/1995 Artificial Evolution db/conf/ae/ae1995.html#BackSK95 https://doi.org/10.1007/3-540-61108-8_47 Thomas Bäck Martin Schütz Evolution Strategies for Mixed-Integer Optimization of Optical Multilayer Systems. 33-51 1995 conf/eps/1995 Evolutionary Programming db/conf/eps/ep1995.html#BackS95 Thomas Bäck Generalized Convergence Models for Tournament- and (mu, lambda)-Selection. 2-8 1995 conf/icga/1995 ICGA db/conf/icga/icga1995.html#Back95 Thomas Bäck Evolutionary algorithms in theorie and practice. 1994 1-284 Technical University of Dortmund, Germany https://d-nb.info/941214400

Thomas Bäck Book Review: Proceedings of the Fifth International Conference on Genetic Algorithms. 181-191 1994 2 Evol. Comput. 2 db/journals/ec/ec2.html#Back94 https://doi.org/10.1162/evco.1994.2.2.181

Sami Khuri Thomas Bäck Jörg Heitkötter An Evolutionary Approach to Combinatorial Optimization Problems. 66-73 1994 conf/acm/1994 ACM Conference on Computer Science https://doi.org/10.1145/197530.197558 db/conf/acm/csc94.html#KhuriBH94 Thomas Bäck Order Statistics for Convergence Velocity Analysis of Simplified Evolutionary Algorithms. 91-102 1994 conf/foga/1994 FOGA db/conf/foga/foga1994.html#Back94 https://doi.org/10.1016/b978-1-55860-356-1.50009-1 Thomas Bäck Ulrich Hammel Evolution Strategies Applied to Perturbed Objective Functions. 40-45 1994 conf/icec/1994 International Conference on Evolutionary Computation db/conf/icec/icec1994-1.html#BackH94 https://doi.org/10.1109/ICEC.1994.350045 Thomas Bäck Selective Pressure in Evolutionary Algorithms: A Characterization of Selection Mechanisms. 57-62 1994 conf/icec/1994 International Conference on Evolutionary Computation db/conf/icec/icec1994-1.html#Back94 https://doi.org/10.1109/ICEC.1994.350042 Thomas Bäck Sami Khuri An Evolutionary Heuristic for the Maximum Independent Set Problem. 531-535 1994 conf/icec/1994 International Conference on Evolutionary Computation db/conf/icec/icec1994-2.html#BackK94 https://doi.org/10.1109/ICEC.1994.350004 Ulrich Hammel Thomas Bäck Evolution Strategies on Noisy Functions: How to Improve Convergence Properties. 159-168 1994 conf/ppsn/1994 PPSN db/conf/ppsn/ppsn1994.html#HammelB94 https://doi.org/10.1007/3-540-58484-6_260 Thomas Bäck Parallel Optimization of Evolutionary Algorithms. 418-427 1994 conf/ppsn/1994 PPSN db/conf/ppsn/ppsn1994.html#Back94 https://doi.org/10.1007/3-540-58484-6_285 Sami Khuri Thomas Bäck Jörg Heitkötter The zero/one multiple knapsack problem and genetic algorithms. 188-193 1994 conf/sac/1994 SAC https://doi.org/10.1145/326619.326694 db/conf/sac/sac1994.html#KhuriBH94

Thomas Bäck Hans-Paul Schwefel An Overview of Evolutionary Algorithms for Parameter Optimization. 1-23 1993 1 Evol. Comput. 1 db/journals/ec/ec1.html#BackS93 https://doi.org/10.1162/evco.1993.1.1.1

William M. Spears Kenneth A. De Jong Thomas Bäck David B. Fogel Hugo de Garis An Overview of Evolutionary Computation. 442-459 1993 conf/ecml/1993 ECML db/conf/ecml/ecml93.html#SpearsJBFG93 https://doi.org/10.1007/3-540-56602-3_163 Thomas Bäck Optimal Mutation Rates in Genetic Search. 2-8 1993 conf/icga/1993 ICGA db/conf/icga/icga1993.html#Back93

Hans-Paul Schwefel Thomas Bäck Künstliche Evolution - eine intelligente Problemlösungsstrategie? 20-27 1992 6 Künstliche Intell. 2 db/journals/ki/ki6.html#SchwefelB92

Thomas Bäck The Interaction of Mutation Rate, Selection, and Self-Adaptation Within a Genetic Algorithm. 87-96 1992 conf/ppsn/1992 PPSN db/conf/ppsn/ppsn1992.html#Back92 Thomas Bäck Frank Hoffmeister Hans-Paul Schwefel A Survey of Evolution Strategies. 2-9 1991 conf/icga/1991 ICGA db/conf/icga/icga1991.html#BackHS91 Thomas Bäck Frank Hoffmeister Extended Selection Mechanisms in Genetic Algorithms. 92-99 1991 conf/icga/1991 ICGA db/conf/icga/icga1991.html#BackH91 Frank Hoffmeister Thomas Bäck Genetic Algorithms and Evolution Strategies - Similarities and Differences. 455-469 1990 conf/ppsn/1990 PPSN db/conf/ppsn/ppsn1990.html#HoffmeisterB90 https://doi.org/10.1007/BFb0029787 Michael Affenzeller Divyam Aggarwal Saba Sadeghi Ahouei Zhengtian Ai Enrique Alba 0001 Tanja Alderliesten Alex Alekseyenko Alexander Aleman Richard Allmendinger 0001 George AndreadisGeorgios Andreadis Peter J. Angeline Kirill Antonov Kirill A. Antonov Asteris Apostolidis Mauricio Araya-Polo Dirk V. Arnold Paolo Ascia Alexander Asteroth Samineh Bagheri Indu Bala Mitra Baratchi Thomas Bartz-BeielsteinThomas Beielstein Vitor Basto-Fernandes Kees Joost Batenburg Lejla Batina Ahmed Nabil BelbachirNabil Belbachir Andreas Bender 0002 Sebastian Berns Margot W. Beukers Hans-Georg Beyer Julian Blank Koen van der Blom Rick Boks Samuel Bonello Xavier Bonet-Monroig Andrea Bonfanti Sjonnie Boonstra Timo Bootsma Peter A. N. Bosman Tiago Botari Niek Bouman Ernst G. P. Bovenkamp Sebastiaan Brand Reuben Brasher Ron Breukelaar Jeroen J. Briaire Joost Broekens Philip Bronkhorst Ileana Buhan Mariusz Bujny Robert Bürgel Henri Calandra Borja Calvo Andrés Camero Fabio Caraffini Koen Castelein Julio César Hernández CastroJulio C. Hernandez-Castro Michele Cattelan Josu Ceberio Dikshit Chauhan Chen Chen 0123 Juan Chen Wei Chen 0072 Mathieu Cherpitel Simon Colton Lucas Correia Marie Cottrell Sina Däubener Kalyanmoy Deb André H. Deutz Felix Dietrich Matthys Dijkman Jouke Dijkstra Roeland W. Dirks Anh Viet Do Faiyaz Doctor Carola Doerr David Von Dollen Holger Dörnemann Cuiying Duan Fabian Duddeck Vedran Dunjko Bapi Dutta Martina Echtenbruck Patrick Echtenbruck Jeroen Eggermont A. E. EibenÁgoston E. Eiben Michael T. M. EmmerichMichael Emmerich 0001 Sebastian Engell Teddy Etoeharnowo Tessa Ezendam Jiajie Fan Yingjie Fan 0002 Riccardo Fanciulli Pierre Fernandez Joaquim Filipe Terence C. Fogarty David B. Fogel Lawrence J. Fogel Christophe Foussette Pierre Frankhauser Moritz Frenzel Johan H. M. Frijns Pierluigi Frisco Daniel Gaida Raúl Héctor Gallard Jonathan M. Garibaldi Hugo de Garis Theodoros Georgiou 0001 Victor Geraedts Babak Gholami Paris Giampouras Kyriakos C. Giannakoglou Alexios Giotis Markus Gitterle Tobias Glasmachers Vincent van der Goes Jan-Christoph Goos Axel Gottschalk Jeannette M. de Graaf Britta Grimme Jelle de Groot Maurits de Groot Peter Grünwald Juan Julián Merelo GuervósJuan Julián Merelo Xin Guo Werner Haase Alexander Hagg Martijn Halsema Roeland C. H. J. van Ham Ulrich Hammel Barbara Hammer Gideon Hanse Pepijn Van Heiningen Ingo Heinle Jochen Heistermann Jürgen Heistermann Jörg Heitkötter Michael Hellwig Jano I. van Hemert Christiaan V. Henkel Jennifer L. Herek Dirk van den Herik Felienne Hermans Frank Hoffmeister Martin Hofmann 0010 Hèrm Hofmeyer Marcel van der Holst Holger H. Hoos Naama Horesh Eelke van der Horst Qi Huang Andreas Huck Jakub Husa Adriaan P. IJzerman Christian Internò Dani Irawan Domagoj Jakobovic Tim Janus Sofiène Jerbi Zhongzhou Jiang Licheng Jiao Yaochu Jin Kenneth A. De Jong Rachel G. de Jong Janusz Kacprzyk Roman KalkreuthRoman T. Kalkreuth Matiss Kalnare Cornelia Kappler Bernhard R. Katzy Jeroen Kazius Marios Kefalas Pascal Kerschke Lutz Keßler Sami Khuri Sofoklis Kitharidis Richard van Klaveren Philipp Klein Ruben Klijn Jan Willem Klinkenberg Joshua D. Knowles Veysel Kocaman Milan Koch Patrick Koch Ralf Kohlhaas Joost N. Kok Wolfgang Konen Jiawen Kong Adrian König Anna V. Kononova Walter A. Kosters Lars Kotthoff Wojtek Kowalczyk Christoph Kracke Peter Krause 0001 Rick van Krevelen Sebastian Krey Johannes W. Kruisselbrink Jakub Kudela Robin van der Laag Alfons Laarman Ismail Labiad H. K. Lam Eric-Wubbo Lameijer Christiaan Lamers Matthijs van Leeuwen Guillermo Leguizamón Martin Leib Johannes Lengler Joost Leuven Michael S. Lew Longmei Li Rui Li 0001 Wenhu Li Xishu Li Zhong Li 0002 Feng Liang 0001 Steffen Limmer Jing Liu 0006 Wei Liu Xin Liu 0078 Yu Liu 0012 Fu Xing Long Manuel López-Ibáñez 0001 Yitan Lou Benedikt Löwe José Antonio Lozano 0001 Aad van der Lugt Wessel Luijben Janne Luijten Penousal Machado Kurosh Madani Ninoslav Malekovic Luca Mariot Sandor Markon Henk A. Marquering Asep Maulana Stefan Menzel Olaf Mersmann Bas Milatz Leandro L. Minku Charles Moussa Eduard Ruiz Munné Laurent Najman Boris Naujoks Florian Neukart Aneta Neumann Frank Neumann 0001 Duc Anh Nguyen Van-Duc NguyenVan Duc Nguyen Siegfried Nijssen Jacob de Nobel Ariadi Nugroho Gabriela Ochoa Markus Olhofer Yew-Soon Ong Jan-Paul van Osta Marius Ottolini Bekir Özcan Mutlu Özdemir Ben Paechter Pramudita Satria Palar Shuaiqun Pan Leonard Papenmeier Yash J. Patel Ksenia Pereverdieva Stjepan Picek Aske Plaat Raphael Patrick Prager Tobias Preintner Mike Preuss Oliver Ludger Preuß Hugo Manuel Proença Valentin Protschky Carina Prunkl Nan Pu Chao Qian 0001 Yanan Qiao Herschel Rabitz Elena Raponi Vered Raz Edgar Reehuis Johan H. C. Reiber Quentin Renau Jan N. van Rijn Sander van Rijn Thiago Rios Iván Olarte Rodríguez Juan de Santiago Rojo Jr. Jeroen Rook Francesca Da Ros Jonathan Roslund Grzegorz Rozenberg Günter Rudolph Dimitri Rusin Zahra Sadeghi Sneha Saha Waheeda Saib Elena V. Samsonova Tom Sander Maria Laura Santoni Janne Savolainen Dhish Kumar Saxena Lennart Schäpermeier Christian Schelske Sebastian Schmitt Marc Schoenauer Marco Schönfelder Dominik Schröder Hanno Schülldorf Martin Schütz Hans-Paul Schwefel Michèle Sebag Moritz Vinzent SeilerMoritz Seiler Bernhard Sendhoff Gokhan Serhat Ananta Shahane Jiayang Shi Koji Shimoyama Ofer M. Shir Christian Siedschlag Marijn Siemons Andrea Skolik Urban Skvorc Mozhan Soltani Herman P. Spaink William M. Spears Benjamin Speitkamp Thierry van der Spek Andries Stam Niki van SteinBas van Stein Christoph J. StettinaChristoph Johann Stettina Michael Streif Thomas Stützle Jianyong Sun Tim Sweijs Marc Shakory Tabrizi Frank W. Takes Roberta Tamponi Ke Tang 0001 Martijn Tannemaat Ivano Tavernelli Olivier Teytaud Markus Thill André Thomaser Stephen Tlatlik Heike Trautmann Amal Trigui Teus Tukker Tea Tusar Sibghat Ullah Ullah Ullah Maren Urselmann Nikolai A. L. van der Vaart Zdenek Vasícek Barry D. Van Veen Cor J. Veenman A. Van der Velde Suzan Verberne Camiel Verhamme Diederick VermettenDiederick L. Vermetten Daniel Vermeulen René Vidal Marco E. Vink Joost Visser 0001 Marc-Eric Vogt Maarten C. Vonk Marc J. J. Vrakking Laure Vuaille Christian Wagner 0002 Tobias Wagner 0001 Peter van der Walle Can Wang Hao Wang 0003 Hao Wang 0025 Hongyi Wang 0010 Ji Wang Pu Wang Yali Wang 0002 Kevin Warwick Xiaohan Wei Zhao Wei Daniel Weimer Jelle Westra Danny Weyns Dirk Wiesmann Dominik Wilde Lars Willmes Stefan Wink Stephan M. Winkler Roy de Winter Patricia Wollstadt Annie Wong Jian Cheng Wong Jun Wu 0004 Yaoxin Wu Zhao Xu 0001 Zongben Xu Anupam Yadav Fan Yang 0033 Kaifeng Yang Lincen Yang Zhao Yang Zhiwei Yang 0002 Xin Yao 0001 Sheir Yarkoni Furong Ye Iryna Yevseyeva Haoran Yin Weixuan Yuan Tarik Zaciragic Daniela Zaharie Mariia Zameshina Michele Zamparelli Alexander Zeiser Shutong Zeng Haotian Zhang Qing Zhang Qingfu Zhang 0001 Xiaoke Zhang Yingqian Zhang 0001 Jiaqi Zhao 0001 Zhao Zhou Jörg Ziegenhirt Ewout Zwanenburg