Neuromorphic computing using non-volatile memory GW Burr, RM Shelby, A Sebastian, S Kim, S Kim, S Sidler, K Virwani, ... Advances in Physics: X 2 (1), 89-124, 2017 | 1241 | 2017 |
1 mb 0.41 µm² 2t-2r cell nonvolatile tcam with two-bit encoding and clocked self-referenced sensing J Li, RK Montoye, M Ishii, L Chang IEEE Journal of Solid-State Circuits 49 (4), 896-907, 2013 | 251 | 2013 |
NVM neuromorphic core with 64k-cell (256-by-256) phase change memory synaptic array with on-chip neuron circuits for continuous in-situ learning S Kim, M Ishii, S Lewis, T Perri, M BrightSky, W Kim, R Jordan, GW Burr, ... 2015 IEEE international electron devices meeting (IEDM), 17.1. 1-17.1. 4, 2015 | 198 | 2015 |
Fully on-chip MAC at 14 nm enabled by accurate row-wise programming of PCM-based weights and parallel vector-transport in duration-format P Narayanan, S Ambrogio, A Okazaki, K Hosokawa, H Tsai, A Nomura, ... IEEE Transactions on Electron Devices 68 (12), 6629-6636, 2021 | 71 | 2021 |
An analog-AI chip for energy-efficient speech recognition and transcription S Ambrogio, P Narayanan, A Okazaki, A Fasoli, C Mackin, K Hosokawa, ... Nature 620 (7975), 768-775, 2023 | 62 | 2023 |
On-chip trainable 1.4 M 6T2R PCM synaptic array with 1.6 K stochastic LIF neurons for spiking RBM M Ishii, S Kim, S Lewis, A Okazaki, J Okazawa, M Ito, M Rasch, W Kim, ... 2019 IEEE International Electron Devices Meeting (IEDM), 14.2. 1-14.2. 4, 2019 | 38 | 2019 |
A heterogeneous and programmable compute-in-memory accelerator architecture for analog-ai using dense 2-d mesh S Jain, H Tsai, CT Chen, R Muralidhar, I Boybat, MM Frank, S Woźniak, ... IEEE Transactions on Very Large Scale Integration (VLSI) Systems 31 (1), 114-127, 2022 | 24 | 2022 |
Neuron peripheral circuits for neuromorphic synaptic memory array based on neuron models K Hosokawa, M Ishii, S Kim, CH Lam, SC Lewis US Patent 10,169,701, 2019 | 18 | 2019 |
Racetrack synapse for neuromorphic applications MM Frank, JP Han, M Ishii, T Phung, A Pushp US Patent 10,635,970, 2020 | 9 | 2020 |
Digital STDP synapse and LIF neuron-based neuromorphic system T Yasuda, K Hosokawa, Y Nakamura, J Okazawa, M Ishii US Patent 10,552,731, 2020 | 9 | 2020 |
Ultra-low power on-chip learning of speech commands with phase-change memories VPK Miriyala, M Ishii arXiv preprint arXiv:2010.11741, 2020 | 8 | 2020 |
Pulse stretching circuit and method M Ishii, G Yamada, H Miyatake US Patent US9130548 B2, 2015 | 7 | 2015 |
LUT based neuron membrane potential update scheme in STDP neuromorphic systems K Hosokawa, M Ishii, Y Nakamura, J Okazawa, T Yasuda US Patent 10,748,058, 2020 | 6 | 2020 |
Lightweight refresh method for PCM-based neuromorphic circuits M Ito, M Ishii, A Okazaki, S Kim, J Okazawa, A Nomura, K Hosokawa, ... 2018 IEEE 18th International Conference on Nanotechnology (IEEE-NANO), 1-4, 2018 | 6 | 2018 |
Semiconductor Module, Terminal Strip, Method for Manufacturing Terminal Strip, and Method for Manufacturing Semiconductor Module M Ishii, Y Yamaji US Patent App. US 12/707,776, 2010 | 6 | 2010 |
Analog-memory-based 14nm Hardware Accelerator for Dense Deep Neural Networks including Transformers A Okazaki, P Narayanan, S Ambrogio, K Hosokawa, H Tsai, A Nomura, ... 2022 IEEE International Symposium on Circuits and Systems (ISCAS), 3319-3323, 2022 | 5 | 2022 |
Memory cell structure K Hosokawa, M Ishii, T Yasuda US Patent 10,446,231, 2019 | 5 | 2019 |
Neuromorphic chip for updating precise synaptic weight values A Okazaki, M Ishii, J Okazawa, K Hosokawa, T Osogami US Patent 11,763,139, 2023 | 4 | 2023 |
Pattern Training, Inference, and Regeneration Demonstration Using On]Chip Trainable Neuromorphic Chips for Spiking Restricted Boltzmann Machine U Shin, M Ishii, A Okazaki, M Ito, MJ Rasch, W Kim, A Nomura, W Choi, ... Advanced Intelligent Systems 4 (8), 2200034, 2022 | 4 | 2022 |
Analysis of effect of weight variation on SNN chip with PCM-refresh method A Nomura, M Ito, A Okazaki, M Ishii, S Kim, J Okazawa, K Hosokawa, ... Neural Processing Letters 53, 1741-1751, 2021 | 4 | 2021 |