Experimental demonstration and tolerancing of a large-scale neural network (165,000 synapses), using phase-change memory as the synaptic weight element GW Burr, RM Shelby, C di Nolfo, JW Jang, RS Shenoy, P Narayanan, ... Electron Devices Meeting (IEDM), 2014 IEEE International, 29.5. 1-29.5. 4, 2014 | 1070 | 2014 |
Optimization of Conductance Change in Pr1–xCaxMnO3-Based Synaptic Devices for Neuromorphic Systems JW Jang, S Park, GW Burr, H Hwang, YH Jeong IEEE Electron Device Letters 36 (5), 457-459, 2015 | 268 | 2015 |
Neuromorphic speech systems using advanced ReRAM-based synapse S Park, A Sheri, J Kim, J Noh, J Jang, M Jeon, B Lee, BR Lee, BH Lee, ... 2013 IEEE International Electron Devices Meeting, 25.6. 1-25.6. 4, 2013 | 195 | 2013 |
7.1 An 11.5 TOPS/W 1024-MAC butterfly structure dual-core sparsity-aware neural processing unit in 8nm flagship mobile SoC J Song, Y Cho, JS Park, JW Jang, S Lee, JH Song, JG Lee, I Kang 2019 IEEE international solid-state circuits conference-(ISSCC), 130-132, 2019 | 132 | 2019 |
Sparsity-aware and re-configurable NPU architecture for Samsung flagship mobile SoC JW Jang, S Lee, D Kim, H Park, AS Ardestani, Y Choi, C Kim, Y Kim, H Yu, ... 2021 ACM/IEEE 48th Annual International Symposium on Computer Architecture …, 2021 | 76 | 2021 |
Bidirectional Non-Filamentary RRAM as an Analog Neuromorphic Synapse, Part I: Al/Mo/Pr0.7Ca0.3MnO3 Material Improvements and Device Measurements K Moon, A Fumarola, S Sidler, J Jang, P Narayanan, RM Shelby, GW Burr, ... IEEE Journal of the Electron Devices Society 6, 146-155, 2017 | 61 | 2017 |
ReRAM-based synaptic device for neuromorphic computing JW Jang, S Park, YH Jeong, H Hwang 2014 IEEE International Symposium on Circuits and Systems (ISCAS), 1054-1057, 2014 | 55 | 2014 |
Oxide based nanoscale analog synapse device for neural signal recognition system D Lee, J Park, K Moon, J Jang, S Park, M Chu, J Kim, J Noh, M Jeon, ... 2015 IEEE International Electron Devices Meeting (IEDM), 4.7. 1-4.7. 4, 2015 | 52 | 2015 |
9.5 A 6K-MAC feature-map-sparsity-aware neural processing unit in 5nm flagship mobile SoC JS Park, JW Jang, H Lee, D Lee, S Lee, H Jung, S Lee, S Kwon, K Jeong, ... 2021 IEEE International Solid-State Circuits Conference (ISSCC) 64, 152-154, 2021 | 48 | 2021 |
Hardware implementation of associative memory characteristics with analogue-type resistive-switching device K Moon, S Park, J Jang, D Lee, J Woo, E Cha, S Lee, J Park, J Song, ... Nanotechnology 25 (49), 495204, 2014 | 46 | 2014 |
Large-scale neural networks implemented with non-volatile memory as the synaptic weight element: Impact of conductance response S Sidler, I Boybat, RM Shelby, P Narayanan, J Jang, A Fumarola, K Moon, ... 2016 46th European Solid-State Device Research Conference (ESSDERC), 440-443, 2016 | 45 | 2016 |
Accelerating machine learning with non-volatile memory: Exploring device and circuit tradeoffs A Fumarola, P Narayanan, LL Sanches, S Sidler, J Jang, K Moon, ... 2016 IEEE International Conference on Rebooting Computing (ICRC), 1-8, 2016 | 41 | 2016 |
Bidirectional Non-Filamentary RRAM as an Analog Neuromorphic Synapse, Part II: Impact of Al/Mo/Pr0.7Ca0.3MnO3 Device Characteristics on Neural Network … A Fumarola, S Sidler, K Moon, J Jang, RM Shelby, P Narayanan, ... IEEE Journal of the Electron Devices Society 6, 169-178, 2017 | 31 | 2017 |
A multi-mode 8k-MAC HW-utilization-aware neural processing unit with a unified multi-precision datapath in 4-nm flagship mobile SoC JS Park, C Park, S Kwon, T Jeon, Y Kang, H Lee, D Lee, J Kim, HS Kim, ... IEEE Journal of Solid-State Circuits 58 (1), 189-202, 2022 | 29 | 2022 |
ReRAM-based analog synapse and IMT neuron device for neuromorphic system K Moon, E Cha, D Lee, J Jang, J Park, H Hwang 2016 International Symposium on VLSI Technology, Systems and Application …, 2016 | 22 | 2016 |
Reducing circuit design complexity for neuromorphic machine learning systems based on non-volatile memory arrays P Narayanan, LL Sanches, A Fumarola, RM Shelby, S Ambrogio, J Jang, ... 2017 IEEE International Symposium on Circuits and Systems (ISCAS), 1-4, 2017 | 19 | 2017 |
Scalable neuron circuit using conductive-bridge ram for pattern reconstructions JW Jang, B Attarimashalkoubeh, A Prakash, H Hwang, YH Jeong IEEE Transactions on Electron Devices 63 (6), 2610-2613, 2016 | 15 | 2016 |
Multilayer Perceptron Algorithm: Impact of Nonideal Conductance and Area-Efficient Peripheral Circuits LL Sanches, A Fumarola, S Sidler, P Narayanan, I Boybat, J Jang, ... Neuro-inspired Computing Using Resistive Synaptic Devices, 209-231, 2017 | 2 | 2017 |
Neural processor I Ovsiannikov, AS Ardestani, JH Hassoun, L Wang, SH Lee, S Joonho, ... US Patent 11,783,162, 2023 | 1 | 2023 |
Nonvolatile memory crossbar arrays for non-von Neumann computing S Sidler, JW Jang, GW Burr, RM Shelby, I Boybat, C Di Nolfo, ... Advances in Neuromorphic Hardware Exploiting Emerging Nanoscale Devices, 129-149, 2017 | 1 | 2017 |