Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation

1 May 2022

Papers citing "Training High-Performance Low-Latency Spiking Neural Networks by Differentiation on Spike Representation"

38 / 88 papers shown

Title
Attention-free Spikformer: Mixing Spike Sequences with Simple Linear Transforms Qingyu Wang Duzhen Zhang Tielin Zhang Bo Xu 37 3 0 02 Aug 2023
SLSSNN: High energy efficiency spike-train level spiking neural networks with spatio-temporal conversion Changqin Xu Yi Liu Yintang Yang 24 1 0 14 Jul 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 44 122 0 04 Jul 2023
AutoST: Training-free Neural Architecture Search for Spiking Transformers Ziqing Wang Qidong Zhao Jinku Cui Xu Liu Dongkuan Xu 30 5 0 01 Jul 2023
S-TLLR: STDP-inspired Temporal Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy 75 3 0 27 Jun 2023
Point-Voxel Absorbing Graph Representation Learning for Event Stream based Recognition Bowei Jiang Chengguo Yuan Tianlin Li Zhimin Bao Lin Zhu Yonghong Tian Bin Luo GNN 3DPC 39 4 0 08 Jun 2023
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 46 5 0 01 Jun 2023
Direct Learning-Based Deep Spiking Neural Networks: A Review Yu-Zhu Guo Xuhui Huang Zhe Ma AI4CE 82 48 0 31 May 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 37 10 0 26 May 2023
Temporal Contrastive Learning for Spiking Neural Networks Haonan Qiu Zeyin Song Yanqing Chen Munan Ning Wei Fang Tao Sun Zhengyu Ma Liuliang Yuan Yonghong Tian 21 1 0 23 May 2023
Enhancing the Performance of Transformer-based Spiking Neural Networks by SNN-optimized Downsampling with Precise Gradient Backpropagation Chenlin Zhou Han Zhang Zhaokun Zhou Liutao Yu Zhengyu Ma Huihui Zhou Xiaopeng Fan Yonghong Tian 31 9 0 10 May 2023
Parallel Spiking Neurons with High Efficiency and Ability to Learn Long-term Dependencies Wei Fang Zhaofei Yu Zhaokun Zhou Ding Chen Yanqing Chen Zhengyu Ma T. Masquelier Yonghong Tian 39 40 0 25 Apr 2023
Spikingformer: Spike-driven Residual Learning for Transformer-based Spiking Neural Network Chenlin Zhou Liutao Yu Zhaokun Zhou Zhengyu Ma Han Zhang Huihui Zhou Yonghong Tian 53 64 0 24 Apr 2023
Training Robust Spiking Neural Networks with ViewPoint Transform and SpatioTemporal Stretching Haibo Shen Juyu Xiao Yihao Luo Xiang Cao Liangqi Zhang Tianjiang Wang 34 2 0 14 Mar 2023
Towards Memory- and Time-Efficient Backpropagation for Training Spiking Neural Networks Qingyan Meng Mingqing Xiao Shen Yan Yisen Wang Zhouchen Lin Zhimin Luo 36 40 0 28 Feb 2023
Bridging the Gap between ANNs and SNNs by Calibrating Offset Spikes Zecheng Hao Jianhao Ding Tong Bu Tiejun Huang Zhaofei Yu 62 40 0 21 Feb 2023
SPIDE: A Purely Spike-based Method for Training Feedback Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 53 11 0 01 Feb 2023
Training Full Spike Neural Networks via Auxiliary Accumulation Pathway Guangyao Chen Peixi Peng Guoqi Li Yonghong Tian 63 23 0 27 Jan 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 29 2 0 23 Jan 2023
Hoyer regularizer is all you need for ultra low-latency spiking neural networks Gourav Datta Zeyu Liu Peter A. Beerel 35 9 0 20 Dec 2022
Spikeformer: A Novel Architecture for Training High-Performance Low-Latency Spiking Neural Network Yudong Li Yunlin Lei Xu Yang 42 27 0 19 Nov 2022
Low Latency Conversion of Artificial Neural Network Models to Rate-encoded Spiking Neural Networks Zhanglu Yan Jun Zhou Weng-Fai Wong 43 2 0 27 Oct 2022
STSC-SNN: Spatio-Temporal Synaptic Connection with Temporal Convolution and Attention for Spiking Neural Networks Chengting Yu Zheming Gu Da Li Gaoang Wang Aili Wang Erping Li 59 36 0 11 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 52 62 0 09 Oct 2022
Masked Spiking Transformer Ziqing Wang Yuetong Fang Jiahang Cao Qiang Zhang Zhongrui Wang Renjing Xu 30 41 0 03 Oct 2022
Spikformer: When Spiking Neural Network Meets Transformer Zhaokun Zhou Yuesheng Zhu Chao He Yaowei Wang Shuicheng Yan Yonghong Tian Liuliang Yuan 149 253 0 29 Sep 2022
Training Stronger Spiking Neural Networks with Biomimetic Adaptive Internal Association Neurons Haibo Shen Yihao Luo Xiang Cao Liangqi Zhang Juyu Xiao Tianjiang Wang 27 2 0 24 Jul 2022
Training Robust Spiking Neural Networks on Neuromorphic Data with Spatiotemporal Fragments Haibo Shen Yihao Luo Xiang Cao Liangqi Zhang Juyu Xiao Tianjiang Wang 33 3 0 24 Jul 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 67 57 0 21 Jun 2022
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks Hongze Sun Wuque Cai Baoxin Yang Yan Cui Yang Xia D. Yao Daqing Guo 41 13 0 10 Jun 2022
Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 114 60 0 29 Sep 2021
Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks Yukun Yang Wenrui Zhang Peng Li AAML 124 25 0 22 Jun 2021
BSNN: Towards Faster and Better Conversion of Artificial Neural Networks to Spiking Neural Networks with Bistable Neurons Yang Li Yi Zeng Dongcheng Zhao 39 26 0 27 May 2021
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 134 201 0 28 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 130 483 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 126 297 0 04 May 2020
Spiking Deep Residual Network Yang‐Zhi Hu Huajin Tang Gang Pan 125 76 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 130 484 0 26 Mar 2018