Deep learning with limited numerical precision S Gupta, A Agrawal, K Gopalakrishnan, P Narayanan International conference on machine learning, 1737-1746, 2015 | 2206 | 2015 |
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 | 977 | 2017 |
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 | 963 | 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 | 866 | 2018 |
Access devices for 3D crosspoint memory GW Burr, RS Shenoy, K Virwani, P Narayanan, A Padilla, B Kurdi, ... Journal of Vacuum Science & Technology B 32 (4), 040802, 2014 | 373 | 2014 |
Recent progress in analog memory-based accelerators for deep learning H Tsai, S Ambrogio, P Narayanan, RM Shelby, GW Burr Journal of Physics D: Applied Physics 51 (28), 283001, 2018 | 181 | 2018 |
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 | 177 | 2015 |
Fault-tolerant nanoscale processors on semiconductor nanowire grids CA Moritz, T Wang, P Narayanan, M Leuchtenburg, Y Guo, C Dezan, ... IEEE Transactions on Circuits and Systems I: Regular Papers 54 (11), 2422-2437, 2007 | 82 | 2007 |
MIEC (mixed-ionic-electronic-conduction)-based access devices for non-volatile crossbar memory arrays RS Shenoy, GW Burr, K Virwani, B Jackson, A Padilla, P Narayanan, ... Semiconductor Science and Technology 29 (10), 104005, 2014 | 62 | 2014 |
Toward on-chip acceleration of the backpropagation algorithm using nonvolatile memory P Narayanan, A Fumarola, LL Sanches, K Hosokawa, SC Lewis, ... IBM Journal of Research and Development 61 (4/5), 11: 1-11: 11, 2017 | 60 | 2017 |
CMOS control enabled single-type FET NASIC P Narayanan, M Leuchtenburg, T Wang, CA Moritz 2008 IEEE Computer Society Annual Symposium on VLSI, 191-196, 2008 | 51 | 2008 |
Reducing the impact of phase-change memory conductance drift on the inference of large-scale hardware neural networks S Ambrogio, M Gallot, K Spoon, H Tsai, C Mackin, M Wesson, ... 2019 IEEE International Electron Devices Meeting (IEDM), 6.1. 1-6.1. 4, 2019 | 49 | 2019 |
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 | 45 | 2017 |
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 | 44 | 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 | 40 | 2016 |
Fully on-chip MAC at 14nm 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, ... 2021 Symposium on VLSI Technology, 1-2, 2021 | 39 | 2021 |
Heterogeneous Two-Level logic and its density and fault tolerance implications in nanoscale fabrics T Wang, P Narayanan, CA Moritz IEEE Transactions on Nanotechnology 8 (1), 22-30, 2008 | 39 | 2008 |
Towards logic functions as the device P Shabadi, A Khitun, P Narayanan, M Bao, I Koren, KL Wang, CA Moritz 2010 IEEE/ACM International Symposium on Nanoscale Architectures, 11-16, 2010 | 38 | 2010 |
Manufacturing pathway and associated challenges for nanoscale computational systems P Narayanan, KW Park, CO Chui, CA Moritz 2009 9th IEEE Conference on Nanotechnology (IEEE-NANO), 119-122, 2009 | 37 | 2009 |
Manufacturing pathway and associated challenges for nanoscale computational systems P Narayanan, KW Park, CO Chui, CA Moritz 2009 9th IEEE Conference on Nanotechnology (IEEE-NANO), 119-122, 2009 | 37 | 2009 |