Towards Efficient Deep Spiking Neural Networks Construction with Spiking
Activity based Pruning

Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning

3 June 2024

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Papers citing "Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning"

12 / 12 papers shown

Title
Structured Pruning for Deep Convolutional Neural Networks: A survey Yang He Lingao Xiao 3DPC 116 141 0 01 Mar 2023
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 230 257 0 24 Feb 2022
Optimal ANN-SNN Conversion for Fast and Accurate Inference in Deep Spiking Neural Networks Jianhao Ding Zhaofei Yu Yonghong Tian Tiejun Huang 96 157 0 25 May 2021
Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks Sayeed Shafayet Chowdhury Isha Garg Kaushik Roy 64 40 0 26 Apr 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 231 500 0 08 Feb 2021
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 78 529 0 29 Oct 2020
Incorporating Learnable Membrane Time Constant to Enhance Learning of Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen T. Masquelier Tiejun Huang Yonghong Tian 169 531 0 11 Jul 2020
Comprehensive SNN Compression Using ADMM Optimization and Activity Regularization Lei Deng Yujie Wu Yifan Hu Ling Liang Guoqi Li Xing Hu Yufei Ding Peng Li Yuan Xie 78 85 0 03 Nov 2019
ReStoCNet: Residual Stochastic Binary Convolutional Spiking Neural Network for Memory-Efficient Neuromorphic Computing G. Srinivasan Kaushik Roy 65 61 0 11 Feb 2019
Long short-term memory and learning-to-learn in networks of spiking neurons G. Bellec Darjan Salaj Anand Subramoney Robert Legenstein Wolfgang Maass 163 490 0 26 Mar 2018
Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks Yujie Wu Lei Deng Guoqi Li Jun Zhu Luping Shi 64 1,031 0 08 Jun 2017
Network Plasticity as Bayesian Inference David Kappel Stefan Habenschuss Robert Legenstein Wolfgang Maass 85 122 0 20 Apr 2015