ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks

6 June 2023

Gang Pan

Papers citing "ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks"

22 / 22 papers shown

Title
PRE-Mamba: A 4D State Space Model for Ultra-High-Frequent Event Camera Deraining Ciyu Ruan Ruishan Guo Zihang Gong J. Xu Wenhan Yang Xinlei Chen Mamba 65 0 0 08 May 2025
Head-Tail-Aware KL Divergence in Knowledge Distillation for Spiking Neural Networks Tianqing Zhang Zixin Zhu Kairong Yu Hongwei Wang 88 0 0 29 Apr 2025
Memory-Free and Parallel Computation for Quantized Spiking Neural Networks Dehao Zhang Shuai Wang Yichen Xiao Wenjie Wei Yimeng Shan Malu Zhang Y. Yang MQ 37 0 0 25 Feb 2025
Gated Parametric Neuron for Spike-based Audio Recognition Haoran Wang Herui Zhang Siyang Li Dongrui Wu 91 1 0 02 Dec 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 34 2 0 08 Jul 2024
Context Gating in Spiking Neural Networks: Achieving Lifelong Learning through Integration of Local and Global Plasticity Jiangrong Shen Wenyao Ni Qi Xu Gang Pan Huajin Tang CLL 35 0 0 04 Jun 2024
Toward Efficient Deep Spiking Neuron Networks:A Survey On Compression Hui Xie Ge Yang Wenjuan Gao 29 1 0 03 Jun 2024
Towards Efficient Deep Spiking Neural Networks Construction with Spiking Activity based Pruning Yaxin Li Qi Xu Jiangrong Shen Hongming Xu Long Chen Gang Pan 36 5 0 03 Jun 2024
Enhancing Adversarial Robustness in SNNs with Sparse Gradients Yujia Liu Tong Bu Jianhao Ding Zecheng Hao Tiejun Huang Zhaofei Yu AAML 33 3 0 30 May 2024
Sparse Spiking Neural Network: Exploiting Heterogeneity in Timescales for Pruning Recurrent SNN Biswadeep Chakraborty Beomseok Kang H. Kumar Saibal Mukhopadhyay 36 8 0 06 Mar 2024
LitE-SNN: Designing Lightweight and Efficient Spiking Neural Network through Spatial-Temporal Compressive Network Search and Joint Optimization Qianhui Liu Jiaqi Yan Malu Zhang Gang Pan Haizhou Li 32 4 0 26 Jan 2024
Learning to Robustly Reconstruct Low-light Dynamic Scenes from Spike Streams Liwen Hu Ziluo Ding Mianzhi Liu Lei Ma Tiejun Huang OffRL AI4TS 15 0 0 19 Jan 2024
Enhancing Adaptive History Reserving by Spiking Convolutional Block Attention Module in Recurrent Neural Networks Qi Xu Yuyuan Gao Jiangrong Shen Yaxin Li Xuming Ran Huajin Tang Gang Pan 94 14 0 08 Jan 2024
Learning Long Sequences in Spiking Neural Networks Matei Ioan Stan Oliver Rhodes 30 10 0 14 Dec 2023
Spiking PointNet: Spiking Neural Networks for Point Clouds Dayong Ren Zhe Ma Y. Chen Weihang Peng Xiaode Liu Yuhan Zhang Yu-Zhu Guo 3DH 3DPC 20 9 0 10 Oct 2023
Membrane Potential Batch Normalization for Spiking Neural Networks Yu-Zhu Guo Yuhan Zhang Y. Chen Weihang Peng Xiaode Liu Liwen Zhang Xuhui Huang Zhe Ma AAML 32 37 0 16 Aug 2023
RMP-Loss: Regularizing Membrane Potential Distribution for Spiking Neural Networks Yu-Zhu Guo Xiaode Liu Y. Chen Liwen Zhang Weihang Peng Yuhan Zhang Xuhui Huang Zhe Ma AAML MQ 36 23 0 13 Aug 2023
Gated Attention Coding for Training High-performance and Efficient Spiking Neural Networks Xuerui Qiu Rui-Jie Zhu Yuhong Chou Zhaorui Wang Liang-Jian Deng Guoqi Li 26 28 0 12 Aug 2023
Accurate and Efficient Event-based Semantic Segmentation Using Adaptive Spiking Encoder-Decoder Network Rui Zhang Luziwei Leng Kaiwei Che Hu Zhang Jieling Cheng Qinghai Guo Jiangxing Liao Ran Cheng 16 11 0 24 Apr 2023
SEENN: Towards Temporal Spiking Early-Exit Neural Networks Yuhang Li Tamar Geller Youngeun Kim Priyadarshini Panda 18 37 0 02 Apr 2023
Spiking Neural Networks for event-based action recognition: A new task to understand their advantage Alex Vicente-Sola D. L. Manna Paul Kirkland G. D. Caterina Trevor J. Bihl 19 8 0 29 Sep 2022
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 112 242 0 24 Feb 2022