Exploiting Noise as a Resource for Computation and Learning in Spiking
Neural Networks

Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks

25 May 2023

Gehua (Marcus) Ma

Rui Yan

Papers citing "Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks"

10 / 10 papers shown

Title
Time-independent Spiking Neuron via Membrane Potential Estimation for Efficient Spiking Neural Networks Hanqi Chen Lixing Yu Shaojie Zhan Penghui Yao Jiankun Shao 32 1 0 31 Dec 2024
The Robustness of Spiking Neural Networks in Communication and its Application towards Network Efficiency in Federated Learning Manh V. Nguyen Liang Zhao Bobin Deng William M. Severa Honghui Xu Shaoen Wu FedML 17 0 0 19 Sep 2024
Temporal Conditioning Spiking Latent Variable Models of the Neural Response to Natural Visual Scenes Gehua (Marcus) Ma Runhao Jiang Rui Yan Huajin Tang AI4TS 24 6 0 21 Jun 2023
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 16 59 0 09 Oct 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 109 240 0 24 Feb 2022
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 119 470 0 08 Feb 2021
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 114 264 0 04 May 2020
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 94 71 0 23 Mar 2020
Memory and information processing in neuromorphic systems Giacomo Indiveri Shih-Chii Liu 166 562 0 10 Jun 2015
Improving neural networks by preventing co-adaptation of feature detectors Geoffrey E. Hinton Nitish Srivastava A. Krizhevsky Ilya Sutskever Ruslan Salakhutdinov VLM 237 7,597 0 03 Jul 2012