| In-memory hyperdimensional computing G Karunaratne, M Le Gallo, G Cherubini, L Benini, A Rahimi, A Sebastian Nature Electronics 3 (6), 327-337, 2020 | 308 | 2020 |
| Constrained few-shot class-incremental learning M Hersche, G Karunaratne, G Cherubini, L Benini, A Sebastian, A Rahimi Proceedings of the IEEE/CVF conference on computer vision and pattern …, 2022 | 166 | 2022 |
| A 64-core mixed-signal in-memory compute chip based on phase-change memory for deep neural network inference M Le Gallo, R Khaddam-Aljameh, M Stanisavljevic, A Vasilopoulos, ... Nature Electronics 6 (9), 680-693, 2023 | 162 | 2023 |
| 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 R Khaddam-Aljameh, M Stanisavljevic, JF Mas, G Karunaratne, ... 2021 Symposium on VLSI Circuits, 1-2, 2021 | 141 | 2021 |
| Mixed-precision deep learning based on computational memory SR Nandakumar, M Le Gallo, C Piveteau, V Joshi, G Mariani, I Boybat, ... Frontiers in neuroscience 14, 406, 2020 | 121 | 2020 |
| Robust high-dimensional memory-augmented neural networks G Karunaratne, M Schmuck, M Le Gallo, G Cherubini, L Benini, ... Nature communications 12 (1), 2468, 2021 | 113 | 2021 |
| HERMES-Core—A 1.59-TOPS/mm2 PCM on 14-nm CMOS In-Memory Compute Core Using 300-ps/LSB Linearized CCO-Based ADCs R Khaddam-Aljameh, M Stanisavljevic, JF Mas, G Karunaratne, M Brändli, ... IEEE Journal of Solid-State Circuits 57 (4), 1027-1038, 2022 | 110 | 2022 |
| 4K real-time HEVC decoder on an FPGA M Abeydeera, M Karunaratne, G Karunaratne, K De Silva, A Pasqual IEEE Transactions on Circuits and Systems for Video Technology 26 (1), 236-249, 2015 | 66 | 2015 |
| XNORBIN: A 95 TOp/s/W hardware accelerator for binary convolutional neural networks A Al Bahou, G Karunaratne, R Andri, L Cavigelli, L Benini 2018 IEEE Symposium in Low-Power and High-Speed Chips (COOL CHIPS), 1-3, 2018 | 62 | 2018 |
| Computational memory-based inference and training of deep neural networks A Sebastian, I Boybat, M Dazzi, I Giannopoulos, V Jonnalagadda, V Joshi, ... 2019 Symposium on VLSI Technology, T168-T169, 2019 | 50 | 2019 |
| Applications of computation-in-memory architectures based on memristive devices S Hamdioui, HA Du Nguyen, M Taouil, A Sebastian, M Le Gallo, S Pande, ... 2019 Design, Automation & Test in Europe Conference & Exhibition (DATE), 486-491, 2019 | 50 | 2019 |
| A heterogeneous in-memory computing cluster for flexible end-to-end inference of real-world deep neural networks A Garofalo, G Ottavi, F Conti, G Karunaratne, I Boybat, L Benini, D Rossi IEEE Journal on Emerging and Selected Topics in Circuits and Systems 12 (2 …, 2022 | 39 | 2022 |
| Graphene-based wireless agile interconnects for massive heterogeneous multi-chip processors S Abadal, R Guirado, H Taghvaee, A Jain, EP de Santana, PH Bolívar, ... IEEE Wireless Communications 30 (4), 162-169, 2022 | 34 | 2022 |
| Deep learning acceleration based on in-memory computing E Eleftheriou, M Le Gallo, SR Nandakumar, C Piveteau, I Boybat, V Joshi, ... IBM Journal of Research and Development 63 (6), 7: 1-7: 16, 2019 | 34 | 2019 |
| In-memory factorization of holographic perceptual representations J Langenegger, G Karunaratne, M Hersche, L Benini, A Sebastian, ... Nature Nanotechnology 18 (5), 479-485, 2023 | 24 | 2023 |
| Chewbaccann: A flexible 223 tops/w bnn accelerator R Andri, G Karunaratne, L Cavigelli, L Benini 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021 | 24 | 2021 |
| In-memory realization of in-situ few-shot continual learning with a dynamically evolving explicit memory G Karunaratne, M Hersche, J Langeneager, G Cherubini, M Le Gallo, ... ESSCIRC 2022-IEEE 48th European Solid State Circuits Conference (ESSCIRC …, 2022 | 20 | 2022 |
| Energy efficient in-memory hyperdimensional encoding for spatio-temporal signal processing G Karunaratne, M Le Gallo, M Hersche, G Cherubini, L Benini, ... IEEE Transactions on Circuits and Systems II: Express Briefs 68 (5), 1725-1729, 2021 | 20 | 2021 |
| Wireless on-chip communications for scalable in-memory hyperdimensional computing R Guirado, A Rahimi, G Karunaratne, E Alarcón, A Sebastian, S Abadal 2022 International Joint Conference on Neural Networks (IJCNN), 1-8, 2022 | 13 | 2022 |
| Mimonets: Multiple-input-multiple-output neural networks exploiting computation in superposition N Menet, M Hersche, G Karunaratne, L Benini, A Sebastian, A Rahimi Advances in Neural Information Processing Systems 36, 39553-39565, 2023 | 12 | 2023 |
Abu SebastianDistinguished Scientist, IBM Research - ZurichVahvistettu sähköpostiosoite verkkotunnuksessa zurich.ibm.com
