Підписатись
Devdhar Patel
Devdhar Patel
Підтверджена електронна адреса в cs.umass.edu - Домашня сторінка
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Посилання
Рік
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
3372018
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
1022019
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
702019
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
462021
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
62022
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
42020
Optimizing Attention and Cognitive Control Costs Using Temporally Layered Architectures
D Patel, T Sejnowski, H Siegelmann
Neural Computation 36 (12), 2734-2763, 2024
2*2024
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
22023
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
22022
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
Quicknets: Saving training and preventing overconfidence in early-exit neural architectures
D Patel, H Siegelmann
arXiv preprint arXiv:2212.12866, 2022
12022
Navigating the unknown: Leveraging self-information and diversity in partially observable environments
D Patel, HT Siegelmann
Biochemical and Biophysical Research Communications 741, 150923, 2024
2024
Overcoming Slow Decision Frequencies in Continuous Control: Model-Based Sequence Reinforcement Learning for Model-Free Control
D Patel, H Siegelmann
arXiv preprint arXiv:2410.08979, 2024
2024
Achieving Precise Control with Slow Hardware: Model-Based Reinforcement Learning for Action Sequence Learning
D Patel, HT Siegelmann
2024
Optimizing Neural Network Representations of Boolean Networks
J Russell, I Gavier, D Patel, E Rietman, HT Siegelmann
The Thirteenth International Conference on Learning Representations, 0
Playing Atari using Spiking Neural Networks
D Patel
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