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Strategy and Benchmark for Converting Deep Q-Networks to Event-Driven Spiking Neural Networks


Sep 30, 2020
Weihao Tan, Devdhar Patel, Robert Kozma

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Reinforcement Learning with Feedback-modulated TD-STDP


Aug 29, 2020
Stephen Chung, Robert Kozma

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* 17 pages, 4 figures 

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Reinforcement learning with a network of spiking agents


Nov 10, 2019
Sneha Aenugu, Abhishek Sharma, Sasikiran Yelamarthi, Hananel Hazan, Philip S. Thomas, Robert Kozma

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Reinforcement learning with spiking coagents


Oct 31, 2019
Sneha Aenugu, Abhishek Sharma, Sasikiran Yelamarthi, Hananel Hazan, Philip S. Thomas, Robert Kozma

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Minibatch Processing in Spiking Neural Networks


Sep 05, 2019
Daniel J. Saunders, Cooper Sigrist, Kenneth Chaney, Robert Kozma, Hava T. Siegelmann

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Lattice Map Spiking Neural Networks (LM-SNNs) for Clustering and Classifying Image Data


Jun 04, 2019
Hananel Hazan, Daniel J. Saunders, Darpan T. Sanghavi, Hava Siegelmann, Robert Kozma

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* Original Manuscript Submitted: October 30, 2018. Revised: May 28, 2019. Special Issue: "Cognition and Neurocomputation" of Annals of Mathematics and Artificial Intelligence. arXiv admin note: text overlap with arXiv:1807.09374 

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Locally Connected Spiking Neural Networks for Unsupervised Feature Learning


Apr 12, 2019
Daniel J. Saunders, Devdhar Patel, Hananel Hazan, Hava T. Siegelmann, Robert Kozma

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* 22 pages, 7 figures, and 4 tables 

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Improved robustness of reinforcement learning policies upon conversion to spiking neuronal network platforms applied to ATARI games


Mar 26, 2019
Devdhar Patel, Hananel Hazan, Daniel J. Saunders, Hava Siegelmann, Robert Kozma

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* Submitted to ICML-2019 at Jan. 23, 2019, 3:59 p.m 

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STDP Learning of Image Patches with Convolutional Spiking Neural Networks


Aug 24, 2018
Daniel J. Saunders, Hava T. Siegelmann, Robert Kozma, Mikl贸s Ruszink贸

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* 7 pages, 9 figures, and 5 tables 

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