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 | 173 | 2023 |
Gradient descent-based programming of analog in-memory computing cores J Büchel, A Vasilopoulos, B Kersting, F Odermatt, K Brew, I Ok, S Choi, ... 2022 International Electron Devices Meeting (IEDM), 33.1. 1-33.1. 4, 2022 | 18 | 2022 |
Exploiting the state dependency of conductance variations in memristive devices for accurate in-memory computing A Vasilopoulos, J Büchel, B Kersting, C Lammie, K Brew, S Choi, T Philip, ... IEEE Transactions on Electron Devices 70 (12), 6279-6285, 2023 | 10 | 2023 |
Design of Analog-AI Hardware Accelerators for Transformer-based Language Models GW Burr, H Tsai, W Simon, I Boybat, S Ambrogio, CE Ho, ZW Liou, ... 2023 International Electron Devices Meeting (IEDM), 1-4, 2023 | 6 | 2023 |
Programming weights to analog in-memory computing cores by direct minimization of the matrix-vector multiplication error J Büchel, A Vasilopoulos, B Kersting, C Lammie, K Brew, T Philip, ... IEEE Journal on Emerging and Selected Topics in Circuits and Systems 13 (4 …, 2023 | 6 | 2023 |
Improving the accuracy of analog-based in-memory computing accelerators post-training C Lammie, A Vasilopoulos, J Büchel, G Camposampiero, M Le Gallo, ... 2024 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2024 | 3 | 2024 |
Efficient scaling of large language models with mixture of experts and 3D analog in-memory computing J Büchel, A Vasilopoulos, WA Simon, I Boybat, HY Tsai, GW Burr, ... Nature Computational Science, 1-14, 2025 | 2 | 2025 |
In-memory compute chips with carbon-based projected phase-change memory devices GS Syed, K Brew, A Vasilopoulos, VP Jonnalagadda, B Kersting, T Philip, ... 2023 International Electron Devices Meeting (IEDM), 1-4, 2023 | 1 | 2023 |
The inherent adversarial robustness of analog in-memory computing C Lammie, J Büchel, A Vasilopoulos, M Le Gallo, A Sebastian Nature Communications 16 (1), 1756, 2025 | | 2025 |
Rapid learning with phase-change memory-based in-memory computing through learning-to-learn T Ortner, H Petschenig, A Vasilopoulos, R Renner, Š Brglez, T Limbacher, ... Nature Communications 16 (1), 1243, 2025 | | 2025 |
Kernel approximation using analogue in-memory computing (vol 6, pg 1605, 2024) J Buchel, G Camposampiero, A Vasilopoulos, C Lammie, M Le Gallo, ... NATURE MACHINE INTELLIGENCE, 2025 | | 2025 |
Compensating non-ideality of a neuromorphic memory device B Kersting, A Vasilopoulos, M Le Gallo-Bourdeau, JR Büchel, ... US Patent App. 18/337,214, 2024 | | 2024 |
Multi-Task Neural Network Mapping onto Analog-Digital Heterogeneous Accelerators H Benmeziane, C Lammie, A Vasilopoulos, I Boybat, M Le Gallo, H Tsai, ... NeurIPS 2024 Workshop Machine Learning with new Compute Paradigms, 2024 | | 2024 |
Heterogeneous Embedded Neural Processing Units Utilizing PCM-Based Analog In-Memory Computing I Boybat, T Boesch, M Allegra, M Baldo, JJ Bertolini-Agnoletto, GW Burr, ... 2024 IEEE International Electron Devices Meeting (IEDM), 1-4, 2024 | | 2024 |
Heterogeneous Embedded Neural Processing Units Utilizing PCM-based Analog In-Memory Computing I Boybat-Kara, T Boesch, M Allegra, M Baldo, J Bertolini-agnoletto, G Burr, ... IEEE International Electron Devices Meeting, 2024 | | 2024 |
Kernel approximation using analogue in-memory computing J Büchel, G Camposampiero, A Vasilopoulos, C Lammie, M Le Gallo, ... Nature Machine Intelligence 6 (12), 1605-1615, 2024 | | 2024 |
Demonstration of 4-quadrant analog in-memory matrix multiplication in a single modulation M Le Gallo, O Hrynkevych, B Kersting, G Karunaratne, A Vasilopoulos, ... npj Unconventional Computing 1 (1), 11, 2024 | | 2024 |
A Precision-Optimized Fixed-Point Near-Memory Digital Processing Unit for Analog In-Memory Computing E Ferro, A Vasilopoulos, C Lammie, M Le Gallo, L Benini, I Boybat, ... 2024 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2024 | | 2024 |
Accurate programming of analog memory devices of in-memory processing devices having a crossbar array structure M Le Gallo-Bourdeau, A Vasilopoulos, B Kersting, JR Büchel, ... US Patent App. 18/305,466, 2024 | | 2024 |
Learning-to-learn enables rapid learning with phase-change memory-based in-memory computing T Ortner, H Petschenig, A Vasilopoulos, R Renner, Š Brglez, T Limbacher, ... arXiv preprint arXiv:2405.05141, 2024 | | 2024 |