Backpropagation for energy-efficient neuromorphic computing SK Esser, R Appuswamy, P Merolla, JV Arthur, DS Modha Advances in neural information processing systems 28, 2015 | 1146 | 2015 |
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, S Sidler, C Di Nolfo, J Jang, I Boybat, RS Shenoy, ... IEEE Transactions on Electron Devices 62 (11), 3498-3507, 2015 | 1080 | 2015 |
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 | 1043 | 2018 |
A low power, fully event-based gesture recognition system A Amir, B Taba, D Berg, T Melano, J McKinstry, C Di Nolfo, T Nayak, ... Proceedings of the IEEE conference on computer vision and pattern …, 2017 | 780 | 2017 |
TrueNorth: Accelerating from zero to 64 million neurons in 10 years MV DeBole, B Taba, A Amir, F Akopyan, A Andreopoulos, WP Risk, ... Computer 52 (5), 20-29, 2019 | 208 | 2019 |
Large-scale neural networks implemented with non-volatile memory as the synaptic weight element: Comparative performance analysis (accuracy, speed, and power) GW Burr, P Narayanan, RM Shelby, S Sidler, I Boybat, C Di Nolfo, ... 2015 IEEE International Electron Devices Meeting (IEDM), 4.4. 1-4.4. 4, 2015 | 195 | 2015 |
Truenorth ecosystem for brain-inspired computing: scalable systems, software, and applications J Sawada, F Akopyan, AS Cassidy, B Taba, MV Debole, P Datta, ... SC'16: Proceedings of the International Conference for High Performance …, 2016 | 97 | 2016 |
From the cover: Convolutional networks for fast, energy-efficient neuromorphic computing SK Esser, PA Merolla, JV Arthur, AS Cassidy, R Appuswamy, ... Proceedings of the National Academy of Sciences of the United States of …, 2016 | 63 | 2016 |
Advances in neuromorphic hardware exploiting emerging nanoscale devices M Suri Springer, 2017 | 43 | 2017 |
Improved deep neural network hardware-accelerators based on non-volatile-memory: The local gains technique I Boybat, C Di Nolfo, S Ambrogio, M Bodini, NCP Farinha, RM Shelby, ... 2017 IEEE International Conference on Rebooting Computing (ICRC), 1-8, 2017 | 20 | 2017 |
Non-volatile memory as hardware synapse in neuromorphic computing: A first look at reliability issues RM Shelby, GW Burr, I Boybat, C Di Nolfo 2015 IEEE International Reliability Physics Symposium, 6A. 1.1-6A. 1.6, 2015 | 20 | 2015 |
Active crosstalk reduction system for multiview autostereoscopic displays P Hanhart, C di Nolfo, T Ebrahimi 2015 IEEE International Conference on Multimedia and Expo (ICME), 1-6, 2015 | 10 | 2015 |
Neuron-centric local learning rate for artificial neural networks to increase performance, learning rate margin, and reduce power consumption IB Kara, G Burr, C Di Nolfo, R Shelby US Patent 10,460,237, 2019 | 7 | 2019 |
Pcm for neuromorphic applications: Impact of device characteristics on neural network performance I Boybat, S Sidler, C Di Nolfo, RM Shelby, P Narayanan, Y Leblebici, ... Proceedings of the European Symposium on Phase Change and Ovonic Science 2015, 2015 | 2 | 2015 |
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 |
Symbolic validation of neuromorphic hardware A Andreopoulos, DS Modha, AS Cassidy, BS Taba, C Di Nolfo, H Penner, ... US Patent App. 17/077,759, 2022 | | 2022 |
Horizontal and vertical assertions for validation of neuromorphic hardware A Andreopoulos, DS Modha, C Di Nolfo, MD Flickner, AS Cassidy, ... US Patent App. 17/077,709, 2022 | | 2022 |
Memory-mapped neural network accelerator for deployable inference systems F Akopyan, JV Arthur, AS Cassidy, MV Debole, C Di Nolfo, MD Flickner, ... US Patent App. 17/039,559, 2022 | | 2022 |
Crossbar arrays for Storage Class Memory and non-Von Neumann computing GW Burr, RM Shelby, S Sidler, P Narayanan, I Boybat, C di Nolfo European Phase-Change and Ovonic Symposium (E\PCOS), 2015 | | 2015 |
Non-volatile memory crossbar arrays for non-Von Neumann computing GW Burr, RM Shelby, I Boybat, S Sidler, C di Nolfo Electronic Materials Conference (EMC), 2015 | | 2015 |