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 | 61 | 2021 |
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 | 57 | 2019 |
Towards detecting dyslexia in children’s handwriting using neural networks K Spoon, D Crandall, K Siek Proceedings of the international conference on machine learning AI for …, 2019 | 41 | 2019 |
Gender and retention patterns among US faculty K Spoon, N LaBerge, KH Wapman, S Zhang, AC Morgan, M Galesic, ... Science Advances 9 (42), eadi2205, 2023 | 33 | 2023 |
Noise-resilient DNN: Tolerating noise in PCM-based AI accelerators via noise-aware training S Kariyappa, H Tsai, K Spoon, S Ambrogio, P Narayanan, C Mackin, ... IEEE Transactions on Electron Devices 68 (9), 4356-4362, 2021 | 25 | 2021 |
Toward software-equivalent accuracy on transformer-based deep neural networks with analog memory devices K Spoon, H Tsai, A Chen, MJ Rasch, S Ambrogio, C Mackin, A Fasoli, ... Frontiers in Computational Neuroscience 15, 675741, 2021 | 21 | 2021 |
Mushroom-type phase change memory with projection liner: An array-level demonstration of conductance drift and noise mitigation RL Bruce, SG Sarwat, I Boybat, CW Cheng, W Kim, SR Nandakumar, ... 2021 IEEE International Reliability Physics Symposium (IRPS), 1-6, 2021 | 18 | 2021 |
Accelerating deep neural networks with analog memory devices S Ambrogio, P Narayanan, H Tsai, C Mackin, K Spoon, A Chen, A Fasoli, ... 2020 2nd IEEE International Conference on Artificial Intelligence Circuits …, 2020 | 14 | 2020 |
Can we (and should we) use AI to detect Dyslexia in children’s handwriting? K Spoon, K Siek, D Crandall, M Fillmore Proceedings of the International Conference on Machine Learning AI for …, 2019 | 11 | 2019 |
Accelerating deep neural networks with analog memory devices K Spoon, S Ambrogio, P Narayanan, H Tsai, C Mackin, A Chen, A Fasoli, ... 2020 IEEE International Memory Workshop (IMW), 1-4, 2020 | 9 | 2020 |
IEEE Int. Reliability Physics Symp.(IRPS) RL Bruce, SG Sarwat, I Boybat, CW Cheng, W Kim, SR Nandakumar, ... IEEE, 2021 | 5 | 2021 |
Enabling high-performance dnn inference accelerators using non-volatile analog memory A Chen, S Ambrogio, P Narayanan, H Tsai, C Mackin, K Spoon, A Friz, ... 2020 4th IEEE Electron Devices Technology & Manufacturing Conference (EDTM), 1-4, 2020 | 5 | 2020 |
Neuromorphic computing with phase change, device reliability, and variability challenges C Mackin, P Narayanan, S Ambrogio, H Tsai, K Spoon, A Fasoli, A Chen, ... 2020 IEEE International Reliability Physics Symposium (IRPS), 1-10, 2020 | 4 | 2020 |
Optimization of analog accelerators for deep neural networks inference A Fasoli, S Ambrogio, P Narayanan, H Tsai, C Mackin, K Spoon, A Friz, ... 2020 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2020 | 3 | 2020 |
2019 IEEE International Electron Devices Meeting (IEDM) S Ambrogio, M Gallot, K Spoon, H Tsai, C Mackin, M Wesson, ... IEEE, 2019 | 3 | 2019 |
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 | 2 | 2022 |
Inference of deep neural networks with analog memory devices S Ambrogio, P Narayanan, H Tsai, C Mackin, K Spoon, A Chen, A Fasoli, ... 2020 International Symposium on VLSI Technology, Systems and Applications …, 2020 | 2 | 2020 |
Accelerating Deep Neural Networks with Phase-Change Memory Devices K Spoon, S Ambrogio, P Narayanan, H Tsai, C Mackin, A Chen, A Fasoli, ... Machine Learning and Non-volatile Memories, 43-59, 2022 | 1 | 2022 |
Circuit techniques for efficient acceleration of deep neural network inference with analog-AI K Hosokawa, P Narayanan, S Ambrogio, H Tsai, C Mackin, A Fasoli, ... 2021 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2021 | 1 | 2021 |
Gendered devaluation underlies faculty retention K Spoon, J Mendy, M Martinez, M Galesic, DB Larremore, A Clauset, ... OSF, 2024 | | 2024 |