Equivalent-accuracy accelerated neural-network training using analogue memory S Ambrogio, P Narayanan, H Tsai, RM Shelby, I Boybat, C Di Nolfo, ... Nature 558 (7708), 60-67, 2018 | 1041 | 2018 |
High-density multiple bits-per-cell 1T4R RRAM array with gradual SET/RESET and its effectiveness for deep learning ER Hsieh, M Giordano, B Hodson, A Levy, SK Osekowsky, RM Radway, ... 2019 IEEE International Electron Devices Meeting (IEDM), 35.6. 1-35.6. 4, 2019 | 50 | 2019 |
CHIMERA: A 0.92 TOPS, 2.2 TOPS/W edge AI accelerator with 2 MByte on-chip foundry resistive RAM for efficient training and inference M Giordano, K Prabhu, K Koul, RM Radway, A Gural, R Doshi, ZF Khan, ... 2021 symposium on VLSI circuits, 1-2, 2021 | 49 | 2021 |
Perspective on training fully connected networks with resistive memories: Device requirements for multiple conductances of varying significance G Cristiano, M Giordano, S Ambrogio, LP Romero, C Cheng, ... Journal of Applied Physics 124 (15), 2018 | 38 | 2018 |
CHIMERA: A 0.92-TOPS, 2.2-TOPS/W edge AI accelerator with 2-MByte on-chip foundry resistive RAM for efficient training and inference K Prabhu, A Gural, ZF Khan, RM Radway, M Giordano, K Koul, R Doshi, ... IEEE Journal of Solid-State Circuits 57 (4), 1013-1026, 2022 | 29 | 2022 |
Analog-to-Digital Conversion with Reconfigurable Function Mapping for Neural Networks Activation Function Acceleration M Giordano, G Cristiano, K Ishibashi, S Ambrogio, H Tsai, GW Burr, ... IEEE, 2019 | 26 | 2019 |
Training fully connected networks with resistive memories: impact of device failures LP Romero, S Ambrogio, M Giordano, G Cristiano, M Bodini, ... Faraday Discussions 213, 371-391, 2019 | 18 | 2019 |
A 4-bit mixed-signal MAC array with swing enhancement and local kernel memory WH Yu, M Giordano, R Doshi, M Zhang, PI Mak, RP Martins, B Murmann 2021 IEEE International Midwest Symposium on Circuits and Systems (MWSCAS …, 2021 | 7 | 2021 |
TinyForge: A Design Space Exploration to Advance Energy and Silicon Area Trade-offs in tinyML Compute Architectures with Custom Latch Arrays M Giordano, R Doshi, Q Lu, B Murmann Proceedings of the 29th ACM International Conference on Architectural …, 2024 | | 2024 |
Analog-to-digital conversion with reconfigurable function mapping for neural networks activation function acceleration P Narayanan, G Cristiano, M Giordano, G Burr US Patent 11,038,520, 2021 | | 2021 |
New directions for Vietnam's economy. C Levin, M Giordano | | 1993 |
Forthcoming articles and issues T Liu, CL Park, CV Levin, L Goedhals, K Tungsubutra, MH Gaber, NZ Wu, ... | | |