Training Spiking Neural Networks Using Lessons From Deep Learning

27 September 2021

Wei D. Lu

Papers citing "Training Spiking Neural Networks Using Lessons From Deep Learning"

24 / 174 papers shown

Title
hxtorch.snn: Machine-learning-inspired Spiking Neural Network Modeling on BrainScaleS-2 Philipp Spilger E. Arnold Luca Blessing Christian Mauch Christian Pehle Eric Müller Johannes Schemmel 11 10 0 23 Dec 2022
Neuromorphic Computing and Sensing in Space Dario Izzo Alexander Hadjiivanov Domink Dold Gabriele Meoni E. Blazquez 23 11 0 10 Dec 2022
SMS: Spiking Marching Scheme for Efficient Long Time Integration of Differential Equations Qian Zhang Adar Kahana George Karniadakis P. Stinis 8 8 0 17 Nov 2022
Spiking neural networks for nonlinear regression Alexander Henkes Jason Eshraghian Henning Wessels 36 27 0 06 Oct 2022
Spike-based local synaptic plasticity: A survey of computational models and neuromorphic circuits Lyes Khacef Philipp Klein M. Cartiglia Arianna Rubino Giacomo Indiveri Elisabetta Chicca 17 35 0 30 Sep 2022
Benchmarking energy consumption and latency for neuromorphic computing in condensed matter and particle physics Dominique J. Kösters Bryan A. Kortman I. Boybat Elena Ferro Sagar Dolas ... T. Rasing H. Riel Abu Sebastian S. Caron J. Mentink 48 13 0 21 Sep 2022
Sub-mW Neuromorphic SNN audio processing applications with Rockpool and Xylo Hannah Bos Dylan R. Muir 11 23 0 27 Aug 2022
Convolutional Spiking Neural Networks for Detecting Anticipatory Brain Potentials Using Electroencephalogram Nathan Lutes Siddhardh Nadendla K. Krishnamurthy 18 5 0 14 Aug 2022
TCJA-SNN: Temporal-Channel Joint Attention for Spiking Neural Networks Rui-Jie Zhu Tian-Jing Zhang Qihang Zhao Haoyu Deng Yule Duan Liang-Jian Deng AI4TS 31 56 0 21 Jun 2022
Spiking Neural Networks for Frame-based and Event-based Single Object Localization Sami Barchid José Mennesson J. Eshraghian Chaabane Djéraba Bennamoun 25 29 0 13 Jun 2022
Robust and accelerated single-spike spiking neural network training with applicability to challenging temporal tasks Luke Taylor Andrew J. King N. Harper AAML 24 9 0 30 May 2022
EXODUS: Stable and Efficient Training of Spiking Neural Networks F. Bauer Gregor Lenz Saeid Haghighatshoar Sadique Sheik BDL 31 15 0 20 May 2022
Spiking Neural Operators for Scientific Machine Learning Adar Kahana Qian Zhang Leonard Gleyzer George Karniadakis 34 9 0 17 May 2022
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks Chengting Yu Yang-Guang Du Mufeng Chen Aili Wang Gaoang Wang Erping Li AAML 19 3 0 21 Apr 2022
Signal Propagation: A Framework for Learning and Inference In a Forward Pass Adam A. Kohan E. Rietman H. Siegelmann 11 26 0 04 Apr 2022
Spiking neural networks trained via proxy Saeed Reza Kheradpisheh M. Mirsadeghi T. Masquelier 22 16 0 27 Sep 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 123 477 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 124 293 0 04 May 2020
Bag of Tricks for Image Classification with Convolutional Neural Networks Tong He Zhi-Li Zhang Hang Zhang Zhongyue Zhang Junyuan Xie Mu Li 221 1,399 0 04 Dec 2018
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 119 75 0 28 Apr 2018
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 119 481 0 26 Mar 2018
Neuromorphic Deep Learning Machines Emre Neftci C. Augustine Somnath Paul Georgios Detorakis BDL 129 257 0 16 Dec 2016
The Event-Camera Dataset and Simulator: Event-based Data for Pose Estimation, Visual Odometry, and SLAM Elias Mueggler Henri Rebecq Guillermo Gallego T. Delbruck Davide Scaramuzza VGen 30 591 0 26 Oct 2016
Effective Approaches to Attention-based Neural Machine Translation Thang Luong Hieu H. Pham Christopher D. Manning 218 7,926 0 17 Aug 2015