Designing an Interdisciplinary Artificial Intelligence Curriculum for Engineering: Evaluation and Insights From Experts.

Sebastian Stober Otto von Guericke University, Magdeburg, Germany http://www.sebastianstober.de/ https://scholar.google.com/citations?user=OPyztE0AAAAJ https://github.com/sstober https://orcid.org/0000-0002-1717-4133 https://www.wikidata.org/entity/Q90170820 https://d-nb.info/gnd/1018860517

Johannes Schleiss Anke Manukjan Michelle Ines Bieber Sebastian Lang 0001 Sebastian Stober Designing an Interdisciplinary Artificial Intelligence Curriculum for Engineering: Evaluation and Insights From Experts. 2026 34 Comput. Appl. Eng. Educ. 2 https://doi.org/10.1002/cae.70151 db/journals/caee/caee34.html#SchleissMBLS26 streams/journals/caee

Fabian Krause Robert Brunstein Sebastian Stober Privacy Through Data-Efficiency: Sparse Temporal Difference Videos for Emotion Classification Utilizing Vision Transformers. 53-64 2025 ICIAP (Workshops 1) https://doi.org/10.1007/978-3-032-11317-7_5 conf/iciap/2025-w1 db/conf/iciap/iciap2025-w1.html#KrauseBS25 streams/conf/iciap Valerie Krug Florian Röhrbein Sebastian Stober Intersectional Bias Quantification in Facial Image Processing with Pre-Trained ImageNet Classifiers. 1-8 2025 IJCNN https://doi.org/10.1109/IJCNN64981.2025.11228524 conf/ijcnn/2025 db/conf/ijcnn/ijcnn2025.html#KrugRS25 streams/conf/ijcnn Suhita Ghosh Mélanie Jouaiti Jan-Ole Perschewski Sebastian Stober StutterCut: Uncertainty-Guided Normalised Cut for Dysfluency Segmentation. 2025 INTERSPEECH https://doi.org/10.21437/Interspeech.2025-151 conf/interspeech/2025 db/conf/interspeech/interspeech2025.html#GhoshJPS25 Dominik Eckert Ludwig Ritschl Christopher Syben Christian Hümmer Julia Wicklein Marcel Beister Steffen Kappler Sebastian Stober An Interpretable X-Ray Style Transfer Via Trainable Local Laplacian Filter. 1-5 2025 ISBI https://doi.org/10.1109/ISBI60581.2025.10981102 conf/isbi/2025 db/conf/isbi/isbi2025.html#EckertRSHWBKS25 Bernhard Föllmer Vladimir Serafimoski Kenrick Schulze Federico Biavati Sebastian Stober Wojciech Samek Marc Dewey Guided Active Learning for Medical Image Segmentation. 58-67 2025 HAIC@MICCAI https://doi.org/10.1007/978-3-032-08970-0_6 conf/miccai/2025haic db/conf/miccai/haic2025.html#FollmerSSBSSD25 streams/conf/miccai Benjamin El-Zein Dominik Eckert Andreas Fieselmann Christopher Syben Ludwig Ritschl Steffen Kappler Sebastian Stober From Lines to Shapes: Geometric-Constrained Segmentation of X-Ray Collimators via Hough Transform. 75-83 2025 SASHIMI@MICCAI 2025 https://doi.org/10.1007/978-3-032-05573-6_8 conf/miccai/2025sashimi db/conf/miccai/sashimi2025.html#ElZeinEFSRKS25 streams/conf/miccai

Tim W. Dornis Sebastian Stober Generative AI Training and Copyright Law. 2025 February abs/2502.15858 CoRR https://doi.org/10.48550/arXiv.2502.15858 db/journals/corr/corr2502.html#abs-2502-15858 streams/journals/corr

Valerie Krug Sebastian Stober Assessing Intersectional Bias in Representations of Pre-Trained Image Recognition Models. 2025 June abs/2506.03664 CoRR https://doi.org/10.48550/arXiv.2506.03664 db/journals/corr/corr2506.html#abs-2506-03664 streams/journals/corr

Suhita Ghosh Mélanie Jouaiti Jan-Ole Perschewski Sebastian Stober StutterCut: Uncertainty-Guided Normalised Cut for Dysfluency Segmentation. 2025 August abs/2508.02255 CoRR https://doi.org/10.48550/arXiv.2508.02255 db/journals/corr/corr2508.html#abs-2508-02255 streams/journals/corr

Johannes Schleiss Anke Manukjan Michelle Ines Bieber Sebastian Lang 0001 Sebastian Stober Designing an Interdisciplinary Artificial Intelligence Curriculum for Engineering: Evaluation and Insights from Experts. 2025 August abs/2508.14921 CoRR https://doi.org/10.48550/arXiv.2508.14921 db/journals/corr/corr2508.html#abs-2508-14921 streams/journals/corr

Benjamin El-Zein Dominik Eckert Andreas Fieselmann Christopher Syben Ludwig Ritschl Steffen Kappler Sebastian Stober From Lines to Shapes: Geometric-Constrained Segmentation of X-Ray Collimators via Hough Transform. 2025 September abs/2509.04437 CoRR https://doi.org/10.48550/arXiv.2509.04437 db/journals/corr/corr2509.html#abs-2509-04437 streams/journals/corr

Johann Schmidt Sebastian Stober Geometrically Constrained and Token-Based Probabilistic Spatial Transformers. 2025 September abs/2509.11218 CoRR https://doi.org/10.48550/arXiv.2509.11218 db/journals/corr/corr2509.html#abs-2509-11218 streams/journals/corr

Johann Schmidt Sebastian Stober Joachim Denzler Paul Bodesheim Saccadic Vision for Fine-Grained Visual Classification. 2025 September abs/2509.15688 CoRR https://doi.org/10.48550/arXiv.2509.15688 db/journals/corr/corr2509.html#abs-2509-15688 streams/journals/corr

Johann Schmidt Sebastian Stober Robust Canonicalization through Bootstrapped Data Re-Alignment. 2025 October abs/2510.08178 CoRR https://doi.org/10.48550/arXiv.2510.08178 db/journals/corr/corr2510.html#abs-2510-08178 streams/journals/corr

Maral Ebrahimzadeh Gilberto Bernardes Sebastian Stober Explicit Tonal Tension Conditioning via Dual-Level Beam Search for Symbolic Music Generation. 2025 November abs/2511.19342 CoRR https://doi.org/10.48550/arXiv.2511.19342 db/journals/corr/corr2511.html#abs-2511-19342 streams/journals/corr

Soumick Chatterjee Fatima Saad Chompunuch Sarasaen Suhita Ghosh Valerie Krug Rupali Khatun Rahul Mishra Nirja Desai Petia Radeva Georg Rose Sebastian Stober Oliver Speck Andreas Nürnberger Exploration of Interpretability Techniques for Deep COVID-19 Classification Using Chest X-ray Images. 45 2024 February 10 J. Imaging 2 https://doi.org/10.3390/jimaging10020045 https://www.wikidata.org/entity/Q128179732 db/journals/jimaging/jimaging10.html#ChatterjeeSSGKKMDRRSSN24

Dominik Eckert Magdalena Herbst Julia Wicklein Christopher Syben Ludwig Ritschl Steffen Kappler Sebastian Stober Guidance to Noise Simulation in X-ray Imaging. 184-189 2024 Bildverarbeitung für die Medizin https://doi.org/10.1007/978-3-658-44037-4_53 conf/bildmed/2024 db/conf/bildmed/bildmed2024.html#EckertHWSRKS24 Jens Johannsmeier Sebastian Stober Hybrid Symbolic-Waveform Modeling of Music - Opportunities and Challenges. 138-148 2024 CREAI@ECAI https://ceur-ws.org/Vol-3810/paper11.pdf conf/creai/2024 db/conf/creai/creai2024.html#JohannsmeierS24 Jan-Ole Perschewski Sebastian Stober T-DVAE: A Transformer-Based Dynamical Variational Autoencoder for Speech. 33-46 2024 ICANN (7) https://doi.org/10.1007/978-3-031-72350-6_3 conf/icann/2024-7 db/conf/icann/icann2024-7.html#PerschewskiS24 streams/conf/icann Johann Schmidt Sebastian Stober Tilt your Head: Activating the Hidden Spatial-Invariance of Classifiers. 2024 ICML https://proceedings.mlr.press/v235/schmidt24a.html https://openreview.net/forum?id=5PqzKxmfag conf/icml/2024 db/conf/icml/icml2024.html#SchmidtS24 43705-43722 Suhita Ghosh Mélanie Jouaiti Arnab Das Yamini Sinha Tim Polzehl Ingo Siegert Sebastian Stober Anonymising Elderly and Pathological Speech: Voice Conversion Using DDSP and Query-by-Example. 2024 INTERSPEECH https://doi.org/10.21437/Interspeech.2024-328 conf/interspeech/2024 db/conf/interspeech/interspeech2024.html#GhoshJDSPSS24 Bernhard Föllmer Kenrick Schulze Christian Wald Sebastian Stober Wojciech Samek Marc Dewey Active Learning with the nnUNet and Sample Selection with Uncertainty-Aware Submodular Mutual Information Measure. 480-503 2024 MIDL https://proceedings.mlr.press/v250/follmer24a.html conf/midl/2024 db/conf/midl/midl2024.html#FollmerSWSSD24 Jan-Ole Perschewski Johann Schmidt Sebastian Stober Pursuing the Perfect Projection: A Projection Pursuit Framework for Deep Learning. 43-52 2024 WSOM+ https://doi.org/10.1007/978-3-031-67159-3_6 conf/wsom/2024 db/conf/wsom/wsom2024.html#PerschewskiSS24

Johann Schmidt Sebastian Stober Tilt your Head: Activating the Hidden Spatial-Invariance of Classifiers. 2024 abs/2405.03730 CoRR https://doi.org/10.48550/arXiv.2405.03730 db/journals/corr/corr2405.html#abs-2405-03730

Dominik Eckert Christopher Syben Christian Hümmer Ludwig Ritschl Steffen Kappler Sebastian Stober StyleX: A Trainable Metric for X-ray Style Distances. 2024 abs/2405.14718 CoRR https://doi.org/10.48550/arXiv.2405.14718 db/journals/corr/corr2405.html#abs-2405-14718

Johannes Schleiss Aditya Johri Sebastian Stober Integrating AI Education in Disciplinary Engineering Fields: Towards a System and Change Perspective. 2024 abs/2410.12795 CoRR https://doi.org/10.48550/arXiv.2410.12795 db/journals/corr/corr2410.html#abs-2410-12795 streams/journals/corr

Suhita Ghosh Tim Thiele Frederic Lorbeer Frank Dreyer Sebastian Stober Improving Voice Quality in Speech Anonymization With Just Perception-Informed Losses. 2024 abs/2410.15499 CoRR https://doi.org/10.48550/arXiv.2410.15499 db/journals/corr/corr2410.html#abs-2410-15499 streams/journals/corr

Suhita Ghosh Mélanie Jouaiti Arnab Das Yamini Sinha Tim Polzehl Ingo Siegert Sebastian Stober Anonymising Elderly and Pathological Speech: Voice Conversion Using DDSP and Query-by-Example. 2024 abs/2410.15500 CoRR https://doi.org/10.48550/arXiv.2410.15500 db/journals/corr/corr2410.html#abs-2410-15500 streams/journals/corr

Dominik Eckert Ludwig Ritschl Christopher Syben Christian Hümmer Julia Wicklein Marcel Beister Steffen Kappler Sebastian Stober An Interpretable X-ray Style Transfer via Trainable Local Laplacian Filter. 2024 abs/2411.07072 CoRR https://doi.org/10.48550/arXiv.2411.07072 db/journals/corr/corr2411.html#abs-2411-07072 streams/journals/corr

Johann Schmidt Frank Dreyer Sayed Abid Hashimi Sebastian Stober TransferLight: Zero-Shot Traffic Signal Control on any Road-Network. 2024 abs/2412.09719 CoRR https://doi.org/10.48550/arXiv.2412.09719 db/journals/corr/corr2412.html#abs-2412-09719 streams/journals/corr

Valerie Krug Christopher Olson Sebastian Stober Visualizing Bias in Activations of Deep Neural Networks as Topographic Maps. 2023 AEQUITAS@ECAI https://ceur-ws.org/Vol-3523/paper2.pdf conf/aequitas/2023 db/conf/aequitas/aequitas2023.html#KrugOS23 Vegenshanti Dsilva Johannes Schleiss Sebastian Stober Trustworthy Academic Risk Prediction with Explainable Boosting Machines. 463-475 2023 AIED https://doi.org/10.1007/978-3-031-36272-9_38 conf/aied/2023 db/conf/aied/aied2023.html#DsilvaSS23 Hanna M. Lukashevich Sascha Grollmisch Jakob Abeßer Sebastian Stober Joachim Bös How reliable are posterior class probabilities in automatic music classification? 45-50 2023 Audio Mostly Conference https://doi.org/10.1145/3616195.3616228 conf/audio/2023 db/conf/audio/audio2023.html#LukashevichGASB23 Valerie Krug Raihan Kabir Ratul Christopher Olson Sebastian Stober Visualizing Deep Neural Networks with Topographic Activation Maps. 138-152 2023 HHAI https://doi.org/10.3233/FAIA230080 conf/hhai/2023 db/conf/hhai/hhai2023.html#KrugROS23 Suhita Ghosh Arnab Das Yamini Sinha Ingo Siegert Tim Polzehl Sebastian Stober Emo-StarGAN: A Semi-Supervised Any-to-Many Non-Parallel Emotion-Preserving Voice Conversion. 2093-2097 2023 INTERSPEECH https://doi.org/10.21437/Interspeech.2023-191 conf/interspeech/2023 db/conf/interspeech/interspeech2023.html#GhoshDSSPS23 Valerie Krug Christopher Olson Sebastian Stober Relation of Activity and Confidence When Training Deep Neural Networks. 341-351 2023 PKDD/ECML Workshops (2) https://doi.org/10.1007/978-3-031-74627-7_27 conf/pkdd/2023-w2 db/conf/pkdd/pkdd2023-w2.html#KrugOS23 Arnab Das Suhita Ghosh Tim Polzehl Ingo Siegert Sebastian Stober StarGAN-VC++: Towards Emotion Preserving Voice Conversion Using Deep Embeddings. 81-87 2023 SSW https://doi.org/10.21437/SSW.2023-13 conf/ssw/2023 db/conf/ssw/ssw2023.html#DasGPSS23

Suhita Ghosh Arnab Das Yamini Sinha Ingo Siegert Tim Polzehl Sebastian Stober Emo-StarGAN: A Semi-Supervised Any-to-Many Non-Parallel Emotion-Preserving Voice Conversion. 2023 abs/2309.07586 CoRR https://doi.org/10.48550/arXiv.2309.07586 db/journals/corr/corr2309.html#abs-2309-07586

Arnab Das Suhita Ghosh Tim Polzehl Sebastian Stober StarGAN-VC++: Towards Emotion Preserving Voice Conversion Using Deep Embeddings. 2023 abs/2309.07592 CoRR https://doi.org/10.48550/arXiv.2309.07592 db/journals/corr/corr2309.html#abs-2309-07592

Suhita Ghosh Yamini Sinha Ingo Siegert Sebastian Stober Improving Voice Conversion for Dissimilar Speakers Using Perceptual Losses. 2023 abs/2309.08263 CoRR https://doi.org/10.48550/arXiv.2309.08263 db/journals/corr/corr2309.html#abs-2309-08263

Arnab Das Suhita Ghosh Sebastian Stober PI-RADS v2 Compliant Automated Segmentation of Prostate Zones Using co-training Motivated Multi-task Dual-Path CNN. 2023 abs/2309.12970 CoRR https://doi.org/10.48550/arXiv.2309.12970 db/journals/corr/corr2309.html#abs-2309-12970

Johannes Schleiss Kolja Günther Sebastian Stober Protecting Student Data in ML Pipelines: An Overview of Privacy-Preserving ML. 532-536 2022 AIED (2) https://doi.org/10.1007/978-3-031-11647-6_109 conf/aied/2022-2 db/conf/aied/aied2022-2.html#SchleissGS22 Jan-Ole Perschewski Sebastian Stober Neural-Gas VAE. 292-303 2022 ICANN (1) https://doi.org/10.1007/978-3-031-15919-0_25 conf/icann/2022-1 db/conf/icann/icann2022-1.html#PerschewskiS22 Suhita Ghosh Philipp Ernst Georg Rose Andreas Nürnberger Sebastian Stober Towards Patient Specific Reconstruction Using Perception-Aware CNN and Planning CT as Prior. 1-5 2022 ISBI https://doi.org/10.1109/ISBI52829.2022.9761462 conf/isbi/2022 db/conf/isbi/isbi2022.html#GhoshERNS22

Andreas Krug Raihan Kabir Ratul Sebastian Stober Visualizing Deep Neural Networks with Topographic Activation Maps. 2022 abs/2204.03528 CoRR https://doi.org/10.48550/arXiv.2204.03528 db/journals/corr/corr2204.html#abs-2204-03528

Johann Schmidt Sebastian Stober Learning Continuous Rotation Canonicalization with Radial Beam Sampling. 2022 abs/2206.10690 CoRR https://doi.org/10.48550/arXiv.2206.10690 db/journals/corr/corr2206.html#abs-2206-10690

Anneke Meyer Suhita Ghosh Daniel Schindele Martin Schostak Sebastian Stober Christian Hansen 0001 Marko Rak Uncertainty-aware temporal self-learning (UATS): Semi-supervised learning for segmentation of prostate zones and beyond. 102073 2021 116 Artif. Intell. Medicine https://doi.org/10.1016/j.artmed.2021.102073 db/journals/artmed/artmed116.html#MeyerGSSSHR21

Suhita Ghosh Andreas Krug Georg Rose Sebastian Stober Perception-Aware Losses Facilitate CT Denoising and Artifact Removal. 1-6 2021 ICHMS https://doi.org/10.1109/ICHMS53169.2021.9582444 conf/ichms/2021 db/conf/ichms/ichms2021.html#GhoshKRS21

Anneke Meyer Suhita Ghosh Daniel Schindele Martin Schostak Sebastian Stober Christian Hansen 0001 Marko Rak Uncertainty-Aware Temporal Self-Learning (UATS): Semi-Supervised Learning for Segmentation of Prostate Zones and Beyond. 2021 abs/2104.03840 CoRR https://arxiv.org/abs/2104.03840 db/journals/corr/corr2104.html#abs-2104-03840

Indrani Sarkar Indranil Maji Charitha Omprakash Sebastian Stober Sanja Mikulovic Pavol Bauer Evaluation of deep lift pose models for 3D rodent pose estimation based on geometrically triangulated data. 2021 abs/2106.12993 CoRR https://arxiv.org/abs/2106.12993 db/journals/corr/corr2106.html#abs-2106-12993

André Ofner Raihan Kabir Ratul Suhita Ghosh Sebastian Stober Predictive coding, precision and natural gradients. 2021 abs/2111.06942 CoRR https://arxiv.org/abs/2111.06942 db/journals/corr/corr2111.html#abs-2111-06942

André Ofner Sebastian Stober PredProp: Bidirectional Stochastic Optimization with Precision Weighted Predictive Coding. 2021 abs/2111.08792 CoRR https://arxiv.org/abs/2111.08792 db/journals/corr/corr2111.html#abs-2111-08792

André Ofner Sebastian Stober Differentiable Generalised Predictive Coding. 2021 abs/2112.03378 CoRR https://arxiv.org/abs/2112.03378 db/journals/corr/corr2112.html#abs-2112-03378

Georg Jäger Johannes Schleiss Sasiporn Usanavasin Sebastian Stober Sebastian Zug Analyzing Regions of Safety for Handling Shared Data in Cooperative Systems. 628-635 2020 ETFA https://doi.org/10.1109/ETFA46521.2020.9211932 conf/etfa/2020 db/conf/etfa/etfa2020.html#JagerSUSZ20 André Ofner Sebastian Stober Modeling perception with hierarchical prediction: Auditory segmentation with deep predictive coding locates candidate evoked potentials in EEG. 566-573 2020 ISMIR http://archives.ismir.net/ismir2020/paper/000219.pdf conf/ismir/2020 db/conf/ismir/ismir2020.html#OfnerS20 Roshan Prakash Rane Edit Szügyi Vageesh Saxena André Ofner Sebastian Stober PredNet and Predictive Coding: A Critical Review. 233-241 2020 ICMR https://doi.org/10.1145/3372278.3390694 conf/mir/2020 db/conf/mir/icmr2020.html#RaneSSOS20 André Ofner Sebastian Stober Balancing Active Inference and Active Learning with Deep Variational Predictive Coding for EEG. 3839-3844 2020 SMC https://doi.org/10.1109/SMC42975.2020.9283147 conf/smc/2020 db/conf/smc/smc2020.html#OfnerS20

Andreas Krug Sebastian Stober Gradient-Adjusted Neuron Activation Profiles for Comprehensive Introspection of Convolutional Speech Recognition Models. 2020 abs/2002.08125 CoRR https://arxiv.org/abs/2002.08125 db/journals/corr/corr2002.html#abs-2002-08125

Soumick Chatterjee Fatima Saad Chompunuch Sarasaen Suhita Ghosh Rupali Khatun Petia Radeva Georg Rose Sebastian Stober Oliver Speck Andreas Nürnberger Exploration of Interpretability Techniques for Deep COVID-19 Classification using Chest X-ray Images. 2020 abs/2006.02570 CoRR https://arxiv.org/abs/2006.02570 db/journals/corr/corr2006.html#abs-2006-02570

René Knaebel Manfred Stede Sebastian Stober Window-Based Neural Tagging for Shallow Discourse Argument Labeling. 768-777 2019 CoNLL https://doi.org/10.18653/v1/K19-1072 conf/conll/2019 db/conf/conll/conll2019.html#KnaebelSS19 André Ofner Sebastian Stober Hybrid Variational Predictive Coding as a Bridge between Human and Artificial Cognition. 68-69 2019 ALIFE https://doi.org/10.1162/isal_a_00142 conf/isalalife/2019 db/conf/isalalife/isalalife2019.html#OfnerS19 Thomas Low Christian Hentschel Sayantan Polley Anustup Das Harald Sack Andreas Nürnberger Sebastian Stober The ISMIR Explorer - A Visual Interface for Exploring 20 Years of ISMIR Publications. 754-760 2019 ISMIR http://archives.ismir.net/ismir2019/paper/000092.pdf conf/ismir/2019 db/conf/ismir/ismir2019.html#LowHPDSNS19

Andreas Krug Sebastian Stober Visualizing Deep Neural Networks for Speech Recognition with Learned Topographic Filter Maps. 2019 abs/1912.04067 CoRR http://arxiv.org/abs/1912.04067 db/journals/corr/corr1912.html#abs-1912-04067

Andreas Krug Sebastian Stober Introspection for convolutional automatic speech recognition. 187-199 2018 BlackboxNLP@EMNLP https://doi.org/10.18653/v1/w18-5421 https://aclanthology.org/W18-5421/ conf/emnlp/2018blackbox db/conf/emnlp/blackbox2018.html#KrugS18 André Ofner Sebastian Stober Shared Generative Representation of Auditory Concepts and EEG to Reconstruct Perceived and Imagined Music. 392-399 2018 ISMIR http://ismir2018.ircam.fr/doc/pdfs/101_Paper.pdf conf/ismir/2018 db/conf/ismir/ismir2018.html#OfnerS18

André Ofner Sebastian Stober Hybrid Active Inference. 2018 abs/1810.02647 CoRR http://arxiv.org/abs/1810.02647 db/journals/corr/corr1810.html#abs-1810-02647

Sebastian Stober Learning discriminative features from electroencephalography recordings by encoding similarity constraints. 6175-6179 2017 ICASSP https://doi.org/10.1109/ICASSP.2017.7953343 conf/icassp/2017 db/conf/icassp/icassp2017.html#Stober17 Thomas Low Christian Hentschel Sebastian Stober Harald Sack Andreas Nürnberger Exploring Large Movie Collections: Comparing Visual Berrypicking and Traditional Browsing. 198-208 2017 MMM (2) https://doi.org/10.1007/978-3-319-51814-5_17 https://www.wikidata.org/entity/Q59562462 conf/mmm/2017-2 db/conf/mmm/mmm2017-2.html#LowHSSN17 Julius Kunze Louis Kirsch Ilia Kurenkov Andreas Krug Jens Johannsmeier Sebastian Stober Transfer Learning for Speech Recognition on a Budget. 168-177 2017 Rep4NLP@ACL https://doi.org/10.18653/v1/w17-2620 https://aclanthology.org/W17-2620/ conf/rep4nlp/2017 db/conf/rep4nlp/rep4nlp2017.html#KunzeKKKJS17 Michael Kotzyba Tatiana Gossen Sebastian Stober Andreas Nürnberger Model-Based Frameworks for User Adapted Information Exploration: An Overview. 37-56 2017 Companion Technology https://doi.org/10.1007/978-3-319-43665-4_3 series/cogtech/331943664 db/series/cogtech/331943664.html#KotzybaGSN17

Julius Kunze Louis Kirsch Ilia Kurenkov Andreas Krug Jens Johannsmeier Sebastian Stober Transfer Learning for Speech Recognition on a Budget. 2017 abs/1706.00290 CoRR http://arxiv.org/abs/1706.00290 db/journals/corr/corr1706.html#KunzeKKKJS17

Sebastian Stober Thomas Prätzlich Meinard Müller Brain Beats: Tempo Extraction from EEG Data. 276-282 2016 ISMIR https://wp.nyu.edu/ismir2016/wp-content/uploads/sites/2294/2016/07/022_Paper.pdf conf/ismir/2016 db/conf/ismir/ismir2016.html#StoberPM16 Sebastian Stober Avital Sternin Adrian M. Owen Jessica A. Grahn Towards Music Imagery Information Retrieval: Introducing the OpenMIIR Dataset of EEG Recordings from Music Perception and Imagination. 763-769 2015 ISMIR http://ismir2015.uma.es/articles/224_Paper.pdf conf/ismir/2015 db/conf/ismir/ismir2015.html#StoberSOG15

Sebastian Stober Avtial Sternin Adrian M. Owen Jessica A. Grahn Deep Feature Learning for EEG Recordings. 2015 abs/1511.04306 CoRR http://arxiv.org/abs/1511.04306 db/journals/corr/corr1511.html#StoberSOG15

Tatiana Gossen René Müller 0002 Sebastian Stober Andreas Nürnberger Search result visualization with characters for children. 125-134 2014 IDC https://doi.org/10.1145/2593968.2593983 https://www.wikidata.org/entity/Q59562495 conf/acmidc/2014 db/conf/acmidc/idc2014.html#GossenMSN14 Sebastian Stober Daniel J. Cameron Jessica A. Grahn Does the beat go on?: identifying rhythms from brain waves recorded after their auditory presentation. 23:1-23:8 2014 Audio Mostly Conference https://doi.org/10.1145/2636879.2636904 https://www.wikidata.org/entity/Q59297124 conf/audio/2014 db/conf/audio/audio2014.html#StoberCG14 Sebastian Stober Daniel J. Cameron Jessica A. Grahn Classifying EEG Recordings of Rhythm Perception. 649-654 2014 ISMIR http://www.terasoft.com.tw/conf/ismir2014/proceedings/T117_317_Paper.pdf conf/ismir/2014 db/conf/ismir/ismir2014.html#StoberCG14 Sebastian Stober Daniel J. Cameron Jessica A. Grahn Using Convolutional Neural Networks to Recognize Rhythm Stimuli from Electroencephalography Recordings. 1449-1457 2014 NIPS https://proceedings.neurips.cc/paper/2014/hash/96ea64f3a1aa2fd00c72faacf0cb8ac9-Abstract.html http://papers.nips.cc/paper/5272-using-convolutional-neural-networks-to-recognize-rhythm-stimuli-from-electroencephalography-recordings conf/nips/2014 db/conf/nips/nips2014.html#StoberCG14 Thomas Low Christian Hentschel Sebastian Stober Harald Sack Andreas Nürnberger Visual berrypicking in large image collections. 1043-1046 2014 NordiCHI https://doi.org/10.1145/2639189.2670271 https://www.wikidata.org/entity/Q59562500 conf/nordichi/2014 db/conf/nordichi/nordichi2014.html#LowHSSN14 Andreas Nürnberger Sebastian Stober Birger Larsen Marcin Detyniecki Adaptive Multimedia Retrieval: Semantics, Context, and Adaptation, 10th International Workshop, AMR 2012, Copenhagen, Denmark, October 24-25, 2012, Revised Selected Papers Springer 2014 978-3-319-12092-8 978-3-319-12093-5 https://doi.org/10.1007/978-3-319-12093-5 https://www.wikidata.org/entity/Q130125169 8382 Lecture Notes in Computer Science Adaptive Multimedia Retrieval db/conf/amr/amr2012.html

Amelie Anglade Eric Humphrey Erik M. Schmidt Sebastian Stober Mohamed Sordo Demos and Late-Breaking Session of the Thirteenth International Society for Music Information Retrieval Conference (ISMIR 2012). 91-93 2013 37 Comput. Music. J. 2 https://doi.org/10.1162/COMJ_r_00171 db/journals/comj/comj37.html#AngladeHSSS13

Sebastian Stober Andreas Nürnberger Adaptive music retrieval-a state of the art. 467-494 2013 65 Multim. Tools Appl. 3 https://doi.org/10.1007/s11042-012-1042-z https://www.wikidata.org/entity/Q59562504 db/journals/mta/mta65.html#StoberN13

Tatiana Gossen Michael Kotzyba Sebastian Stober Andreas Nürnberger Sprachgesteuerte Suchwerkzeuge für Junge Nutzer. 113-115 2013 GI-Jahrestagung conf/gi/2013 db/conf/gi/gi2013.html#GossenKSN13 https://dl.gi.de/handle/20.500.12116/20555 Sebastian Stober Thomas Low Tatiana Gossen Andreas Nürnberger Incremental Visualization of Growing Music Collections. 433-438 2013 ISMIR http://www.ppgia.pucpr.br/ismir2013/wp-content/uploads/2013/09/40_Paper.pdf conf/ismir/2013 db/conf/ismir/ismir2013.html#StoberLGN13 Marcin Detyniecki Ana García-Serrano Andreas Nürnberger Sebastian Stober Adaptive Multimedia Retrieval. Large-Scale Multimedia Retrieval and Evaluation - 9th International Workshop, AMR 2011, Barcelona, Spain, July 18-19, 2011, Revised Selected Papers 2013 Springer Lecture Notes in Computer Science 7836 https://doi.org/10.1007/978-3-642-37425-8 https://www.wikidata.org/entity/Q58037765 978-3-642-37424-1 Adaptive Multimedia Retrieval db/conf/amr/amr2011.html Daniel Wolff Sebastian Stober Andreas Nürnberger Tillman Weyde A Systematic Comparison of Music Similarity Adaptation Approaches. 103-108 2012 ISMIR http://ismir2012.ismir.net/event/papers/103-ismir-2012.pdf conf/ismir/2012 db/conf/ismir/ismir2012.html#WolffSNW12 Markus Schedl Sebastian Stober Emilia Gómez Nicola Orio Cynthia C. S. Liem User-Aware Music Retrieval. 2012 Multimodal Music Processing https://doi.org/10.4230/DFU.Vol3.11041.135 conf/dagstuhl/2012dfu3 db/conf/dagstuhl/dfu3.html#SchedlSGOL12 135-156 Sebastian Stober Stefan Haun Andreas Nürnberger Bisociative Music Discovery and Recommendation. 472-483 2012 Bisociative Knowledge Discovery https://doi.org/10.1007/978-3-642-31830-6_33 https://www.wikidata.org/entity/Q59562536 series/lncs/7250 db/series/lncs/lncs7250.html#StoberHN12 Sebastian Stober Adaptive methods for user-centered organization of music collections. 2011 1-237 Otto von Guericke University Magdeburg 978-3-8439-0229-8 http://www.dr.hut-verlag.de/978-3-8439-0229-8.html https://nbn-resolving.org/urn:nbn:de:gbv:ma9:1-702 https://nbn-resolving.org/urn:nbn:de:101:1-2012011811691 https://d-nb.info/1018404627 https://d-nb.info/1018982655 https://d-nb.info/104759577X Sebastian Stober Andreas Nürnberger An Experimental Comparison of Similarity Adaptation Approaches. 96-113 2011 Adaptive Multimedia Retrieval https://doi.org/10.1007/978-3-642-37425-8_8 https://www.wikidata.org/entity/Q59562507 conf/amr/2011 db/conf/amr/amr2011.html#StoberN11 Sebastian Stober Andreas Nürnberger Analyzing the impact of data vectorization on distance relations. 1-6 2011 ICME https://doi.org/10.1109/ICME.2011.6012134 https://doi.ieeecomputersociety.org/10.1109/ICME.2011.6012134 https://www.wikidata.org/entity/Q59562554 conf/icmcs/2011 db/conf/icmcs/icme2011.html#StoberN11 Sophie Stellmach Sebastian Stober Andreas Nürnberger Raimund Dachselt Designing gaze-supported multimodal interactions for the exploration of large image collections. 1 2011 NGCA https://doi.org/10.1145/1983302.1983303 https://www.wikidata.org/entity/Q59559134 conf/ngca/2011 db/conf/ngca/ngca2011.html#StellmachSND11 Sebastian Stober Adaptive Distance Measures for Exploration and Structuring of Music Collections. 2011 Semantic Audio http://www.aes.org/e-lib/browse.cfm?elib=15952 conf/semanticaudio/2011 db/conf/semanticaudio/semanticaudio2011.html#Stober11 Sebastian Stober Adaptive Verfahren zur nutzerzentrierten Organisation von Musiksammlungen. 211-220 2011 Ausgezeichnete Informatikdissertationen conf/gi/2011diss db/conf/gi/diss2011.html#Stober11 https://dl.gi.de/handle/20.500.12116/33704 Marcin Detyniecki Peter Knees Andreas Nürnberger Markus Schedl Sebastian Stober Adaptive Multimedia Retrieval. Context, Exploration, and Fusion - 8th International Workshop, AMR 2010, Linz, Austria, August 17-18, 2010, Revised Selected Papers 6817 2011 Springer Lecture Notes in Computer Science https://doi.org/10.1007/978-3-642-27169-4 978-3-642-27168-7 Adaptive Multimedia Retrieval db/conf/amr/amr2010.html Sebastian Stober Andreas Nürnberger Similarity Adaptation in an Exploratory Retrieval Scenario. 144-158 2010 Adaptive Multimedia Retrieval https://doi.org/10.1007/978-3-642-27169-4_11 https://www.wikidata.org/entity/Q59562562 conf/amr/2010 db/conf/amr/amr2010.html#StoberN10 Sebastian Stober Andreas Nürnberger MusicGalaxy: A Multi-focus Zoomable Interface for Multi-facet Exploration of Music Collections. 273-302 2010 CMMR https://doi.org/10.1007/978-3-642-23126-1_18 https://www.wikidata.org/entity/Q59562558 conf/cmmr/2010 db/conf/cmmr/cmmr2010.html#StoberN10 Sebastian Stober Christian Hentschel Andreas Nürnberger Multi-facet exploration of image collections with an adaptive multi-focus zoomable interface. 1-8 2010 IJCNN https://doi.org/10.1109/IJCNN.2010.5596747 https://www.wikidata.org/entity/Q59562575 conf/ijcnn/2010 db/conf/ijcnn/ijcnn2010.html#StoberHN10 Sebastian Stober Christian Hentschel Andreas Nürnberger Evaluation of adaptive SpringLens: a multi-focus interface for exploring multimedia collections. 785-788 2010 NordiCHI https://doi.org/10.1145/1868914.1869029 https://www.wikidata.org/entity/Q59562569 conf/nordichi/2010 db/conf/nordichi/nordichi2010.html#StoberHN10

Sebastian Stober Andreas Nürnberger User-Adaptive Music Information Retrieval. 54-57 2009 23 Künstliche Intell. 2 http://www.kuenstliche-intelligenz.de/fileadmin/template/main/archiv/pdf/ki2009-02_page54_web_teaser.pdf db/journals/ki/ki23.html#StoberN09

Korinna Bade Andreas Nürnberger Sebastian Stober Jörg Garbers Frans Wiering Supporting Folk-Song Research by Automatic Metric Learning and Ranking. 741-746 2009 ISMIR http://ismir2009.ismir.net/proceedings/OS9-3.pdf conf/ismir/2009 db/conf/ismir/ismir2009.html#BadeNSGW09 Sebastian Stober Andreas Nürnberger Towards User-Adaptive Structuring and Organization of Music Collections. 53-65 2008 Adaptive Multimedia Retrieval https://doi.org/10.1007/978-3-642-14758-6_5 https://www.wikidata.org/entity/Q59562578 conf/amr/2008 db/conf/amr/amr2008.html#StoberN08 Johannes Reinhard Sebastian Stober Andreas Nürnberger Enhancing chord classification through neighbourhood histograms. 33-40 2008 CBMI https://doi.org/10.1109/CBMI.2008.4564924 https://www.wikidata.org/entity/Q59562605 conf/cbmi/2008 db/conf/cbmi/cbmi2008.html#ReinhardSN08 Christian Hentschel Sebastian Stober Andreas Nürnberger Marcin Detyniecki Automatic Image Annotation Using a Visual Dictionary Based on Reliable Image Segmentation. 45-56 2007 Adaptive Multimedia Retrieval https://doi.org/10.1007/978-3-540-79860-6_4 https://www.wikidata.org/entity/Q59562602 conf/amr/2007 db/conf/amr/amr2007.html#HentschelSND07 Andreas Nürnberger Sebastian Stober User Modelling for Interactive User-Adaptive Collection Structuring. 95-108 2007 Adaptive Multimedia Retrieval https://doi.org/10.1007/978-3-540-79860-6_8 https://www.wikidata.org/entity/Q59562611 conf/amr/2007 db/conf/amr/amr2007.html#NurnbergerS07 Alexander Duda Andreas Nürnberger Sebastian Stober Towards Query by Singing/Humming on Audio Databases. 331-334 2007 ISMIR http://ismir2007.ismir.net/proceedings/ISMIR2007_p331_duda.pdf conf/ismir/2007 db/conf/ismir/ismir2007.html#DudaNS07 Sebastian Stober Andreas Nürnberger Context-Based Navigational Support in Hypermedia. 328-332 2006 conf/ah/2006 AH https://doi.org/10.1007/11768012_43 https://www.wikidata.org/entity/Q59562627 db/conf/ah/ah2006.html#StoberN06 Christian Hentschel Andreas Nürnberger Ingo Schmitt Sebastian Stober SAFIRE: Towards Standardized Semantic Rich Image Annotation. 12-27 2006 conf/amr/2006 Adaptive Multimedia Retrieval https://doi.org/10.1007/978-3-540-71545-0_2 db/conf/amr/amr2006.html#HentschelNSS06 Sebastian Stober Andreas Nürnberger DAWN - A System for Context-Based Link Recommendation in Web Navigation. 763-770 2006 conf/kes/2006-1 KES (1) https://doi.org/10.1007/11892960_92 db/conf/kes/kes2006-1.html#StoberN06 Korinna Bade Ernesto William De Luca Andreas Nürnberger Sebastian Stober CARSA - An Architecture for the Development of Context Adaptive Retrieval Systems. 91-101 2005 conf/amr/2005 Adaptive Multimedia Retrieval https://doi.org/10.1007/11670834_8 https://www.wikidata.org/entity/Q59562625 db/conf/amr/amr2005.html#BadeLNS05 Jakob Abeßer Amelie Anglade Korinna Bade Pavol Bauer Marcel Beister Gilberto Bernardes Federico Biavati Michelle Ines Bieber Paul Bodesheim Joachim Bös Robert Brunstein Daniel J. Cameron Soumick Chatterjee Raimund Dachselt Anustup Das Arnab Das Joachim Denzler Nirja Desai Marcin Detyniecki Marc Dewey Tim W. Dornis Frank Dreyer Vegenshanti Dsilva Alexander Duda Maral Ebrahimzadeh Dominik Eckert Benjamin El-Zein Philipp Ernst Andreas Fieselmann Bernhard Föllmer Jörg Garbers Ana García-Serrano Suhita Ghosh Emilia Gómez Tatiana Gossen Jessica A. Grahn Sascha Grollmisch Kolja Günther Christian Hansen 0001 Sayed Abid Hashimi Stefan Haun Christian Hentschel Magdalena Herbst Christian Hümmer Eric J. HumphreyEric Humphrey Georg Jäger Jens Johannsmeier Aditya Johri Mélanie Jouaiti Steffen Kappler Rupali Khatun Louis Kirsch René Knaebel Peter Knees Michael Kotzyba Fabian Krause Andreas Krug Valerie Krug Julius Kunze Ilia Kurenkov Sebastian Lang 0001 Birger Larsen Cynthia C. S. Liem Frederic Lorbeer Thomas Low Ernesto William De Luca Hanna M. Lukashevich Indranil Maji Anke Manukjan Anneke Meyer Sanja Mikulovic Rahul Mishra Meinard Müller René Müller 0002 Andreas Nürnberger André Ofner Christopher Olson Charitha Omprakash Nicola Orio Adrian M. Owen Jan-Ole Perschewski Sayantan Polley Tim Polzehl Thomas Prätzlich Petia Radeva Marko Rak Roshan Prakash Rane Raihan Kabir Ratul Johannes Reinhard Ludwig Ritschl Florian Röhrbein Georg Rose Fatima Saad Harald Sack Wojciech Samek Chompunuch Sarasaen Indrani Sarkar Vageesh Saxena Markus Schedl Daniel Schindele Johannes Schleiss Erik M. Schmidt Johann Schmidt Ingo Schmitt Martin Schostak Kenrick Schulze Vladimir Serafimoski Ingo Siegert Yamini Sinha Mohamed Sordo Oliver Speck Manfred Stede Sophie Stellmach Avital SterninAvtial Sternin Christopher Syben Edit Szügyi Tim Thiele Sasiporn Usanavasin Christian Wald Tillman Weyde Julia Wicklein Frans Wiering Daniel Wolff Sebastian Zug