11.3 Metis AIPU: A 12nm 15TOPS/W 209.6TOPS SoC for Cost- and Energy-Efficient Inference at the Edge.

Milos Stanisavljevic Pascal Alexander Hager Bert Moons Stefan Cosemans Ioannis A. Papistas Bram Rooseleer Jeroen Van Loon Roel Uytterhoeven Florian Zaruba Spyridoula Koumousi Milos Stanisavljevic Stefan Mach Sebastiaan Mutsaards Riduan Khaddam Aljameh Gua Hao Khov Brecht Machiels Cristian Olar Anastasios Psarras Sander Geursen Jeroen Vermeeren Yi Lu Abhishek Maringanti Deepak Ameta Leonidas Katselas Noah Hütter Manuel Schmuck Swetha Sivadas Karishma Sharma Manuel Oliveira Ramon Aerne Nitish Sharma Timir Soni Beatrice Bussolino Djordje Pesut Michele Pallaro Andrei Podlesnii Alexios Lyrakis Yannick Ruffiner Martino Dazzi Johannes Thiele Koen Goetschalckx Nazareno Bruschi Jonas Doevenspeck Bram Verhoef Stefan Linz Giuseppe Garcea Jonathan Ferguson Ioannis Koltsidas Evangelos Eleftheriou 11.3 Metis AIPU: A 12nm 15TOPS/W 209.6TOPS SoC for Cost- and Energy-Efficient Inference at the Edge. 212-214 2024 ISSCC https://doi.org/10.1109/ISSCC49657.2024.10454395 conf/isscc/2024 db/conf/isscc/isscc2024.html#HagerMCPRLUZKSMMAKMOPGVLMAKHSSSOASSBP24

Shubham Jain 0004 Hsinyu Tsai Ching-Tzu Chen Ramachandran Muralidhar Irem Boybat Martin M. Frank Stanislaw Wozniak Milos Stanisavljevic Praneet Adusumilli Pritish Narayanan Kohji Hosokawa Masatoshi Ishii Arvind Kumar Vijay Narayanan Geoffrey W. Burr A Heterogeneous and Programmable Compute-In-Memory Accelerator Architecture for Analog-AI Using Dense 2-D Mesh. 114-127 2023 31 IEEE Trans. Very Large Scale Integr. Syst. 1 https://doi.org/10.1109/TVLSI.2022.3221390 db/journals/tvlsi/tvlsi31.html#JainTCMBFWSANHI23

Nikolaos Papandreou Jan van Lunteren Andreea Anghel Thomas P. Parnell Martin Petermann Milos Stanisavljevic Cédric Lichtenau Andrew Sica Dominic Röhm Elpida Tzortzatos Haralampos Pozidis Acceleration of Decision-Tree Ensemble Models on the IBM Telum Processor. 1-5 2023 ISCAS https://doi.org/10.1109/ISCAS46773.2023.10181908 conf/iscas/2023 db/conf/iscas/iscas2023.html#PapandreouLAPPS23

Riduan Khaddam-Aljameh Milos Stanisavljevic Jordi Fornt Mas Geethan Karunaratne Matthias Brändli Feng Liu Abhairaj Singh Silvia M. Müller Urs Egger Anastasios Petropoulos Theodore Antonakopoulos 0001 Kevin Brew Samuel Choi Injo Ok Fee Li Lie Nicole Saulnier Victor Chan Ishtiaq Ahsan Vijay Narayanan S. R. Nandakumar Manuel Le Gallo Pier Andrea Francese Abu Sebastian Evangelos Eleftheriou HERMES-Core - A 1.59-TOPS/mm<sup>2</sup> PCM on 14-nm CMOS In-Memory Compute Core Using 300-ps/LSB Linearized CCO-Based ADCs. 1027-1038 2022 57 IEEE J. Solid State Circuits 4 https://doi.org/10.1109/JSSC.2022.3140414 https://www.wikidata.org/entity/Q113813591 db/journals/jssc/jssc57.html#Khaddam-Aljameh22

Manuel Le Gallo Riduan Khaddam-Aljameh Milos Stanisavljevic Athanasios Vasilopoulos Benedikt Kersting Martino Dazzi Geethan Karunaratne Matthias Braendli Abhairaj Singh Silvia M. Mueller Julian Büchel Xavier Timoneda Comas Vinay Joshi Urs Egger Angelo Garofalo Anastasios Petropoulos Theodore Antonakopoulos 0001 Kevin Brew Samuel Choi Injo Ok Timothy Philip Victor Chan Mary Claire Silvestre Ishtiaq Ahsan Nicole Saulnier Vijay Narayanan Pier Andrea Francese Evangelos Eleftheriou Abu Sebastian A 64-core mixed-signal in-memory compute chip based on phase-change memory for deep neural network inference. 2022 abs/2212.02872 CoRR https://doi.org/10.48550/arXiv.2212.02872 db/journals/corr/corr2212.html#abs-2212-02872

Katie Spoon Hsinyu Tsai An Chen 0002 Malte J. Rasch Stefano Ambrogio Charles Mackin Andrea Fasoli Alexander M. Friz Pritish Narayanan Milos Stanisavljevic Geoffrey W. Burr Toward Software-Equivalent Accuracy on Transformer-Based Deep Neural Networks With Analog Memory Devices. 675741 2021 15 Frontiers Comput. Neurosci. https://doi.org/10.3389/fncom.2021.675741 db/journals/ficn/ficn15.html#SpoonTCRAMFFNSB21

Haralampos Pozidis Nikolaos Papandreou Milos Stanisavljevic Circuit and System-Level Aspects of Phase Change Memory. 844-850 2021 68 IEEE Trans. Circuits Syst. II Express Briefs 3 https://doi.org/10.1109/TCSII.2021.3049716 db/journals/tcasII/tcasII68.html#PozidisPS21

Thomas Mittelholzer Milos Stanisavljevic Nikolaos Papandreou Haralampos Pozidis High-Throughput ECC with Integrated Chipkill Protection for Nonvolatile Memory Arrays. 1-5 2021 ISCAS https://doi.org/10.1109/ISCAS51556.2021.9401752 conf/iscas/2021 db/conf/iscas/iscas2021.html#MittelholzerSPP21 Riduan Khaddam-Aljameh Milos Stanisavljevic Jordi Fornt Mas Geethan Karunaratne Matthias Braendli Femg Liu Abhairaj Singh Silvia M. Müller Urs Egger Anastasios Petropoulos Theodore Antonakopoulos 0001 Kevin Brew Samuel Choi Injo Ok Fee Li Lie Nicole Saulnier Victor Chan Ishtiaq Ahsan Vijay Narayanan S. R. Nandakumar Manuel Le Gallo Pier Andrea Francese Abu Sebastian Evangelos Eleftheriou HERMES Core - A 14nm CMOS and PCM-based In-Memory Compute Core using an array of 300ps/LSB Linearized CCO-based ADCs and local digital processing. 1-2 2021 VLSI Circuits https://doi.org/10.23919/VLSICircuits52068.2021.9492362 conf/vlsic/2021 db/conf/vlsic/vlsic2021.html#Khaddam-Aljameh21 Nikolaos Papandreou Haralampos Pozidis Nikolas Ioannou Thomas P. Parnell Roman A. Pletka Milos Stanisavljevic Radu Stoica Sasa Tomic Patrick Breen Gary A. Tressler Aaron Fry Timothy Fisher Andrew Walls Open Block Characterization and Read Voltage Calibration of 3D QLC NAND Flash. 1-6 2020 IRPS https://doi.org/10.1109/IRPS45951.2020.9129620 conf/irps/2020 db/conf/irps/irps2020.html#PapandreouPIPPS20

Evangelos Eleftheriou Manuel Le Gallo S. R. Nandakumar Christophe Piveteau Irem Boybat Vinay Joshi Riduan Khaddam-Aljameh Martino Dazzi Iason Giannopoulos Geethan Karunaratne Benedikt Kersting Milos Stanisavljevic Vara Prasad Jonnalagadda Nikolas Ioannou Kornilios Kourtis Pier Andrea Francese Abu Sebastian Deep learning acceleration based on in-memory computing. 7:1-7:16 2019 63 IBM J. Res. Dev. 6 https://doi.org/10.1147/JRD.2019.2947008 db/journals/ibmrd/ibmrd63.html#EleftheriouGNPB19

Nikolas Ioannou Milos Stanisavljevic Andreea Anghel Nikolaos Papandreou Sonali Andani Jan Hendrik Rüschoff Peter Wild Maria Gabrani Haralampos Pozidis Accelerated ML-Assisted Tumor Detection in High-Resolution Histopathology Images. 406-414 2019 MICCAI (1) https://doi.org/10.1007/978-3-030-32239-7_45 conf/miccai/2019-1 db/conf/miccai/miccai2019-1.html#IoannouSAPARWGP19 Nikolaos Papandreou Nikolas Ioannou Thomas P. Parnell Roman A. Pletka Milos Stanisavljevic Radu Stoica Sasa Tomic Haralampos Pozidis Reliability of 3D NAND flash memory with a focus on read voltage calibration from a system aspect. 1-4 2019 NVMTS https://doi.org/10.1109/NVMTS47818.2019.8986221 conf/nvmts/2019 db/conf/nvmts/nvmts2019.html#PapandreouIPPSS19 Milos Stanisavljevic Andreea Anghel Nikolaos Papandreou Sonali Andani Pushpak Pati Jan Hendrik Rüschoff Peter Wild Maria Gabrani Haralampos Pozidis A Fast and Scalable Pipeline for Stain Normalization of Whole-Slide Images in Histopathology. 424-436 2018 ECCV Workshops (6) https://doi.org/10.1007/978-3-030-11024-6_32 conf/eccv/2018w6 db/conf/eccv/eccv2018w6.html#StanisavljevicA18 Milos Stanisavljevic Thomas Mittelholzer Nikolaos Papandreou Thomas P. Parnell Haralampos Pozidis Drift-Invariant Detection for Multilevel Phase-Change Memory. 1-5 2018 ISCAS https://doi.org/10.1109/ISCAS.2018.8351740 conf/iscas/2018 db/conf/iscas/iscas2018.html#StanisavljevicM18

Aravinthan Athmanathan Milos Stanisavljevic Nikolaos Papandreou Haralampos Pozidis Evangelos Eleftheriou Multilevel-Cell Phase-Change Memory: A Viable Technology. 87-100 2016 6 IEEE J. Emerg. Sel. Topics Circuits Syst. 1 https://doi.org/10.1109/JETCAS.2016.2528598 db/journals/esticas/esticas6.html#AthmanathanSPPE16

Junho Cheon Insoo Lee Changyong Ahn Milos Stanisavljevic Aravinthan Athmanathan Nikolaos Papandreou Haris Pozidis Evangelos Eleftheriou Min-Chul Shin Taekseung Kim Jong-Ho Kang Jun Hyun Chun Non-resistance metric based read scheme for multi-level PCRAM in 25 nm technology. 1-4 2015 CICC https://doi.org/10.1109/CICC.2015.7338358 conf/cicc/2015 db/conf/cicc/cicc2015.html#CheonLASAPPESKK15 Milos Stanisavljevic Aravinthan Athmanathan Nikolaos Papandreou Haralampos Pozidis Evangelos Eleftheriou Phase-change memory: Feasibility of reliable multilevel-cell storage and retention at elevated temperatures. 5 2015 IRPS https://doi.org/10.1109/IRPS.2015.7112747 conf/irps/2015 db/conf/irps/irps2015.html#StanisavljevicA15 Aravinthan Athmanathan Milos Stanisavljevic Junho Cheon Seokjoon Kang Changyong Ahn Junghyuk Yoon Min-Chul Shin Taekseung Kim Nikolaos Papandreou Haris Pozidis Evangelos Eleftheriou A 6-bit drift-resilient readout scheme for multi-level Phase-Change Memory. 137-140 2014 A-SSCC https://doi.org/10.1109/ASSCC.2014.7008879 conf/asscc/2014 db/conf/asscc/asscc2014.html#AthmanathanSCKA14 Milos Stanisavljevic Alexandre Schmid Yusuf Leblebici Selective redundancy-based design techniques for the minimization of local delay variations. 2486-2489 2010 ISCAS https://doi.org/10.1109/ISCAS.2010.5537130 conf/iscas/2010 db/conf/iscas/iscas2010.html#StanisavljevicSL10 Milos Stanisavljevic Alexandre Schmid Yusuf Leblebici Output probability density functions of logic circuits: Modeling and fault-tolerance evaluation. 328-334 2010 VLSI-SoC https://doi.org/10.1109/VLSISOC.2010.5642682 conf/vlsi/2010soc db/conf/vlsi/vlsisoc2010.html#StanisavljevicSL10

Milos Stanisavljevic Alexandre Schmid Yusuf Leblebici On the Reliability of Post-CMOS and SET Systems. 43-57 2009 1 Int. J. Nanotechnol. Mol. Comput. 2 https://doi.org/10.4018/jnmc.2009040103 db/journals/ijnmc/ijnmc1.html#StanisavljevicSL09

Milos Stanisavljevic Alexandre Schmid Yusuf Leblebici Optimization of Nanoelectronic Systems Reliability Under Massive Defect Density Using Distributed R-fold Modular Redundancy (DRMR). 340-348 2009 DFT https://doi.org/10.1109/DFT.2009.54 https://doi.ieeecomputersociety.org/10.1109/DFT.2009.54 conf/dft/2009 db/conf/dft/dft2009.html#StanisavljevicSL09 Milos Stanisavljevic Alexandre Schmid Yusuf Leblebici Optimization of Nanoelectronic Systems Reliability by Reducing Logic Depth. 70-75 2009 NanoNet https://doi.org/10.1007/978-3-642-04850-0_11 http://eudl.eu/doi/10.1007/978-3-642-04850-0_11 conf/nanonet/2009 db/conf/nanonet/nanonet2009.html#StanisavljevicSL09 Slobodan Lukovic Nikola Puzovic Milos Stanisavljevic An Enhanced Service Provider Communication Interface with Client Prioritization - Case Study on Fast-food Chain Restaurants. 197-202 2008 ICE-B conf/icete/2008 db/conf/icete/ice-b2008.html#LukovicPS08 Milos Stanisavljevic Frank K. Gürkaynak Alexandre Schmid Yusuf Leblebici Maria Gabrani Design and realization of a fault-tolerant 90nm CMOS cryptographic engine capable of performing under massive defect density. 204-207 2007 conf/glvlsi/2007 ACM Great Lakes Symposium on VLSI https://doi.org/10.1145/1228784.1228837 db/conf/glvlsi/glvlsi2007.html#StanisavljevicGSLG07 Milos Stanisavljevic Frank Kagan Gürkaynak Alexandre Schmid Yusuf Leblebici Maria Gabrani A 90nm CMOS cryptographic core with improved fault-tolerance in presence of massive defect density. 4 2007 Nano-Net https://doi.org/10.4108/ICST.NANONET2007.2142 http://dl.acm.org/citation.cfm?id=1459296 conf/nanonet/2007 db/conf/nanonet/nanonet2007.html#StanisavljevicG07 Milos Stanisavljevic Alexandre Schmid Yusuf Leblebici Fault-Tolerance of Robust Feed-Forward Architecture Using Single-Ended and Differential Deep-Submicron Circuits Under Massive Defect Density. 2771-2778 2006 IJCNN https://doi.org/10.1109/IJCNN.2006.247183 conf/ijcnn/2006 db/conf/ijcnn/ijcnn2006.html#StanisavljevicSL06 Milos Stanisavljevic Alexandre Schmid Yusuf Leblebici A Methodology for Reliability Enhancement of Nanometer-Scale Digital Systems Based on a-priori Functional Fault- Tolerance Analysis. 111-125 2005 conf/vlsi/2005soc VLSI-SoC https://doi.org/10.1007/978-0-387-73661-7_8 db/conf/vlsi/vlsisoc2005.html#StanisavljevicSL05 Praneet Adusumilli Ramon Aerne Changyong Ahn Ishtiaq Ahsan Riduan Khaddam Aljameh Stefano Ambrogio Deepak Ameta Sonali Andani Andreea Anghel Theodore Antonakopoulos 0001 Aravinthan Athmanathan Irem Boybat Matthias BraendliMatthias Brändli Patrick Breen Kevin Brew Nazareno Bruschi Julian Büchel Geoffrey W. Burr Beatrice Bussolino Victor Chan An Chen 0002 Ching-Tzu Chen Junho Cheon Samuel Choi Jun Hyun Chun Xavier Timoneda Comas Stefan Cosemans Martino Dazzi Jonas Doevenspeck Urs Egger Evangelos Eleftheriou Andrea Fasoli Jonathan Ferguson Timothy Fisher Jordi ForntJordi Fornt Mas Pier Andrea Francese Martin M. Frank Alexander M. Friz Aaron Fry Maria Gabrani Manuel Le Gallo Giuseppe Garcea Angelo Garofalo Sander Geursen Iason Giannopoulos Koen Goetschalckx Frank K. GürkaynakFrank Kagan Gürkaynak Pascal HagerPascal Alexander Hager Kohji Hosokawa Noah Hütter Nikolas Ioannou Masatoshi Ishii Shubham Jain 0004 Vara Prasad Jonnalagadda Vinay Joshi Jong-Ho Kang Seokjoon Kang Geethan Karunaratne Leonidas Katselas Benedikt Kersting Riduan Khaddam-Aljameh Gua Hao Khov Taekseung Kim Ioannis Koltsidas Spyridoula Koumousi Kornilios Kourtis Arvind Kumar Yusuf Leblebici Insoo Lee Cédric Lichtenau Fee Li Lie Stefan Linz Femg Liu Feng Liu Jeroen Van Loon Yi Lu Slobodan Lukovic Jan van Lunteren Alexios Lyrakis Stefan Mach Brecht Machiels Charles Mackin Abhishek Maringanti Thomas Mittelholzer Bert Moons Silvia M. MüllerSilvia M. Mueller Ramachandran Muralidhar Sebastiaan Mutsaards S. R. Nandakumar Pritish Narayanan Vijay Narayanan Injo Ok Cristian Olar Manuel Oliveira Michele Pallaro Nikolaos Papandreou Ioannis A. Papistas Thomas P. Parnell Pushpak Pati Djordje Pesut Martin Petermann Anastasios Petropoulos Timothy Philip Christophe Piveteau Roman A. Pletka Andrei Podlesnii Haralampos PozidisHaris Pozidis Anastasios Psarras Nikola Puzovic Malte J. Rasch Dominic Röhm Bram Rooseleer Yannick Ruffiner Jan Hendrik Rüschoff Nicole Saulnier Alexandre Schmid Manuel Schmuck Abu Sebastian Karishma Sharma Nitish Sharma Min-Chul Shin Andrew Sica Mary Claire Silvestre Abhairaj Singh Swetha Sivadas Timir Soni Katie Spoon Radu Stoica Johannes Thiele Sasa Tomic Gary A. Tressler Hsinyu Tsai Elpida Tzortzatos Roel Uytterhoeven Athanasios Vasilopoulos Bram Verhoef Jeroen Vermeeren Andrew Walls Peter Wild Stanislaw Wozniak Junghyuk Yoon Florian Zaruba