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Devdhar Patel
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BindsNET: A machine learning-oriented spiking neural networks library in Python
H Hazan, DJ Saunders, H Khan, D Patel, DT Sanghavi, HT Siegelmann, ...
Frontiers in neuroinformatics 12, 89, 2018
3002018
Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to Atari Breakout game
D Patel, H Hazan, DJ Saunders, H Siegelmann, R Kozma
Neural Networks 120, 108-115, 2019
782019
Locally connected spiking neural networks for unsupervised feature learning
DJ Saunders, D Patel, H Hazan, HT Siegelmann, R Kozma
Neural Networks 119, 332-340, 2019
612019
Strategy and benchmark for converting deep q-networks to event-driven spiking neural networks
W Tan, D Patel, R Kozma
Proceedings of the AAAI conference on artificial intelligence 35 (11), 9816-9824, 2021
342021
Optimization methods for improved efficiency and performance of Deep Q-Networks upon conversion to neuromorphic population platforms
W Tan, R Kozma, D Patel
Knowledge-Based Systems 241, 108257, 2022
42022
Unsupervised Features Extracted using Winner-Take-All Mechanism Lead to Robust Image Classification
D Patel, R Kozma
2020 International Joint Conference on Neural Networks (IJCNN), 1-7, 2020
32020
Temporally Layered Architecture for Adaptive, Distributed and Continuous Control
D Patel, J Russell, F Walsh, T Rahman, T Sejnowski, H Siegelmann
arXiv preprint arXiv:2301.00723, 2022
12022
Automatic transpiler that efficiently converts digital circuits to a neural network representation
D Patel, I Gavier, J Russell, A Malinsky, E Rietman, H Siegelmann
2022 International Joint Conference on Neural Networks (IJCNN), 01-08, 2022
12022
Temporally Layered Architecture for Efficient Continuous Control
D Patel, T Sejnowski, H Siegelmann
arXiv preprint arXiv:2305.18701, 2023
2023
Neural Network Compiler for Parallel High-Throughput Simulation of Digital Circuits
I Gavier, J Russell, D Patel, E Rietman, H Siegelmann
2023 IEEE International Parallel and Distributed Processing Symposium (IPDPS†…, 2023
2023
QuickNets: Saving Training and Preventing Overconfidence in Early-Exit Neural Architectures
D Patel, H Siegelmann
arXiv preprint arXiv:2212.12866, 2022
2022
Playing Atari using Spiking Neural Networks
D Patel
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