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 | 113 | 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 | 16 | 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, 2023 | 5 | 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 | 3 | 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, 2023 | 3 | 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 | 1 | 2024 |
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, ML Gallo, A Sebastian arXiv preprint arXiv:2411.07023, 2024 | | 2024 |
Kernel Approximation using Analog In-Memory Computing J Büchel, G Camposampiero, A Vasilopoulos, C Lammie, ML Gallo, ... arXiv preprint arXiv:2411.03375, 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 |
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, 0 | | |