Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold

25 November 2021

Papers citing "Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold"

14 / 14 papers shown

Title
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency Sayeed Shafayet Chowdhury Nitin Rathi Kaushik Roy 51 40 0 01 Oct 2021
Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks Yukun Yang Wenrui Zhang Peng Li AAML 128 26 0 22 Jun 2021
Temporal Spike Sequence Learning via Backpropagation for Deep Spiking Neural Networks Wenrui Zhang Peng Li 35 217 0 24 Feb 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 83 42,038 0 03 Dec 2019
Boosting Throughput and Efficiency of Hardware Spiking Neural Accelerators using Time Compression Supporting Multiple Spike Codes Changqin Xu Wenrui Zhang Yu Liu Peng Li 25 15 0 10 Sep 2019
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks Wenrui Zhang Peng Li 25 124 0 18 Aug 2019
Direct Training for Spiking Neural Networks: Faster, Larger, Better Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 55 646 0 16 Sep 2018
Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks Yingyezhe Jin Wenrui Zhang Peng Li 25 176 0 21 May 2018
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures Abhronil Sengupta Yuting Ye Robert Y. Wang Chiao Liu Kaushik Roy 52 993 0 07 Feb 2018
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms Han Xiao Kashif Rasul Roland Vollgraf 62 8,807 0 25 Aug 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 44 1,012 0 08 Jun 2017
Training Spiking Deep Networks for Neuromorphic Hardware Eric Hunsberger C. Eliasmith 38 132 0 16 Nov 2016
Training Deep Spiking Neural Networks using Backpropagation Junhaeng Lee T. Delbruck Michael Pfeiffer 53 940 0 31 Aug 2016
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 290 149,474 0 22 Dec 2014