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Nicholas Soures
Nicholas Soures
Verified email at g.rit.edu
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Year
Biological underpinnings for lifelong learning machines
D Kudithipudi, M Aguilar-Simon, J Babb, M Bazhenov, D Blackiston, ...
Nature Machine Intelligence 4 (3), 196-210, 2022
1452022
SIRNet: understanding social distancing measures with hybrid neural network model for COVID-19 infectious spread
N Soures, D Chambers, Z Carmichael, A Daram, DP Shah, K Clark, ...
arXiv preprint arXiv:2004.10376, 2020
462020
Deep liquid state machines with neural plasticity for video activity recognition
N Soures, D Kudithipudi
Frontiers in neuroscience 13, 457929, 2019
462019
Neuromemristive systems: boosting efficiency through brain-inspired computing
C Merkel, R Hasan, N Soures, D Kudithipudi, T Taha, S Agarwal, ...
Computer 49 (10), 56-64, 2016
342016
Robustness of a memristor based liquid state machine
N Soures, L Hays, D Kudithipudi
2017 international joint conference on neural networks (ijcnn), 2414-2420, 2017
302017
Ziksa: On-chip learning accelerator with memristor crossbars for multilevel neural networks
AM Zyarah, N Soures, L Hays, RB Jacobs-Gedrim, S Agarwal, ...
2017 IEEE International Symposium on Circuits and Systems (ISCAS), 1-4, 2017
262017
Digital neuromorphic design of a liquid state machine for real-time processing
A Polepalli, N Soures, D Kudithipudi
2016 IEEE International Conference on Rebooting Computing (ICRC), 1-8, 2016
252016
Reconfigurable digital design of a liquid state machine for spatio-temporal data
A Polepalli, N Soures, D Kudithipudi
Proceedings of the 3rd ACM International Conference on Nanoscale Computing …, 2016
162016
Tacos: task agnostic continual learning in spiking neural networks
N Soures, P Helfer, A Daram, T Pandit, D Kudithipudi
Theory and Foundation of Continual Learning Workshop at ICML’2021, 2021
112021
Reservoir computing in embedded systems: Three variants of the reservoir algorithm
N Soures, C Merkel, D Kudithipudi, C Thiem, N McDonald
IEEE Consumer Electronics Magazine 6 (3), 67-73, 2017
112017
On-device STDP and synaptic normalization for neuromemristive spiking neural network
N Soures, L Hays, E Bohannon, AM Zyarah, D Kudithipudi
2017 IEEE 60th International Midwest Symposium on Circuits and Systems …, 2017
102017
Neuro-MMI: a hybrid photonic-electronic machine learning platform
N Soures, J Steidle, S Preble, D Kudithipudi
2018 IEEE Photonics Society Summer Topical Meeting Series (SUM), 187-188, 2018
92018
Spiking reservoir networks: brain-inspired recurrent algorithms that use random, fixed synaptic strengths
N Soures, D Kudithipudi
IEEE Signal Processing Magazine 36 (6), 78-87, 2019
72019
Approximating large scale arbitrary unitaries with integrated multimode interferometers
M Van Niekerk, JA Steidle, GA Howland, ML Fanto, N Soures, FT Zohora, ...
Quantum Information Science, Sensing, and Computation XI 10984, 146-152, 2019
72019
Deep liquid state machines with neural plasticity and on-device learning
NM Soures
Rochester Institute of Technology, 2017
72017
Metaplasticity in multistate memristor synaptic networks
FT Zohora, AM Zyarah, N Soures, D Kudithipudi
2020 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2020
62020
On-device learning in memristor spiking neural networks
AM Zyarah, N Soures, D Kudithipudi
2018 IEEE International Symposium on Circuits and Systems (ISCAS), 1-5, 2018
62018
Scolar: A spiking digital accelerator with dual fixed point for continual learning
V Karia, FT Zohora, N Soures, D Kudithipudi
2022 IEEE International Symposium on Circuits and Systems (ISCAS), 1372-1376, 2022
52022
Enabling on-device learning with deep spiking neural networks for speech recognition
N Soures, D Kudithipudi, RB Jacobs-Gedrim, S Agarwal, M Marinella
ECS Transactions 85 (6), 127, 2018
42018
How Neural Plasticity Boosts Performance of Spiking Neural Networks.
N Soures, A Zyarah, KD Carlson, JB Aimone, D Kudithipudi
Sandia National Lab.(SNL-NM), Albuquerque, NM (United States), 2017
42017
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