Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation

4 May 2020

Papers citing "Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation"

20 / 20 papers shown

Title
Intelligent Sensing-to-Action for Robust Autonomy at the Edge: Opportunities and Challenges A. R. Trivedi Sina Tayebati Hemant Kumawat Nastaran Darabi Divake Kumar ... Dinithi Jayasuriya Nethmi Jayasinghe Priyadarshini Panda Saibal Mukhopadhyay Kaushik Roy 136 0 0 04 Feb 2025
TESS: A Scalable Temporally and Spatially Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy Charlotte Frenkel 248 0 0 03 Feb 2025
FSTA-SNN:Frequency-based Spatial-Temporal Attention Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Hongwei Wang Qi Xu 109 2 0 15 Dec 2024
Deep activity propagation via weight initialization in spiking neural networks Aurora Micheli Olaf Booij Jan van Gemert Nergis Tömen 77 0 0 01 Oct 2024
SpikeCLIP: A Contrastive Language-Image Pretrained Spiking Neural Network Changze Lv Tianlong Li Changze Lv Yufei Gu Jianhan Xu Cenyuan Zhang Muling Wu Xiaoqing Zheng Xuanjing Huang CLIP VLM 117 3 0 10 Oct 2023
DIET-SNN: Direct Input Encoding With Leakage and Threshold Optimization in Deep Spiking Neural Networks Nitin Rathi Kaushik Roy 81 135 0 09 Aug 2020
Enabling Spike-based Backpropagation for Training Deep Neural Network Architectures Chankyu Lee Syed Shakib Sarwar Priyadarshini Panda G. Srinivasan Kaushik Roy 76 397 0 15 Mar 2019
Surrogate Gradient Learning in Spiking Neural Networks Emre Neftci Hesham Mostafa Friedemann Zenke 92 1,240 0 28 Jan 2019
Direct Training for Spiking Neural Networks: Faster, Larger, Better Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 76 657 0 16 Sep 2018
SLAYER: Spike Layer Error Reassignment in Time S. Shrestha Garrick Orchard 59 752 0 05 Sep 2018
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 146 490 0 26 Mar 2018
Going Deeper in Spiking Neural Networks: VGG and Residual Architectures Abhronil Sengupta Yuting Ye Robert Y. Wang Chiao Liu Kaushik Roy 78 1,004 0 07 Feb 2018
Gradient Descent for Spiking Neural Networks Dongsung Huh T. Sejnowski 61 257 0 14 Jun 2017
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 64 1,027 0 08 Jun 2017
SuperSpike: Supervised learning in multi-layer spiking neural networks Friedemann Zenke Surya Ganguli 80 566 0 31 May 2017
Conversion of Artificial Recurrent Neural Networks to Spiking Neural Networks for Low-power Neuromorphic Hardware P. U. Diehl Guido Zarrella A. Cassidy Bruno U. Pedroni Emre Neftci 81 218 0 16 Jan 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 2.2K 194,322 0 10 Dec 2015
Spiking Deep Networks with LIF Neurons Eric Hunsberger C. Eliasmith 61 277 0 29 Oct 2015
Batch Normalization: Accelerating Deep Network Training by Reducing Internal Covariate Shift Sergey Ioffe Christian Szegedy OOD 465 43,328 0 11 Feb 2015
Very Deep Convolutional Networks for Large-Scale Image Recognition Karen Simonyan Andrew Zisserman FAtt MDE 1.7K 100,479 0 04 Sep 2014