Direct Training for Spiking Neural Networks: Faster, Larger, Better

16 September 2018

Lei Deng

Jun Zhu

Papers citing "Direct Training for Spiking Neural Networks: Faster, Larger, Better"

50 / 90 papers shown

Title
Threshold Modulation for Online Test-Time Adaptation of Spiking Neural Networks Kejie Zhao Wenjia Hua Aiersi Tuerhong Luziwei Leng Yuxin Ma Qinghua Guo 101 0 0 08 May 2025
TS-SNN: Temporal Shift Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Qi Xu Gang Pan Hongwei Wang 144 0 0 07 May 2025
EHGCN: Hierarchical Euclidean-Hyperbolic Fusion via Motion-Aware GCN for Hybrid Event Stream Perception Haosheng chen Lian Luo Mengjingcheng Mo Zhanjie Wu Guobao Xiao Ji Gan Jiaxu Leng Xinbo Gao 27 0 0 23 Apr 2025
Temporal-Guided Spiking Neural Networks for Event-Based Human Action Recognition Siyuan Yang Shilin Lu Shizheng Wang Meng Hwa Er Zengwei Zheng Alex C. Kot 42 0 0 21 Mar 2025
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks Kairong Yu Chengting Yu Tianqing Zhang Xiaochen Zhao Shu Yang Hongwei Wang Qiang Zhang Qi Xu 66 3 0 05 Mar 2025
STAA-SNN: Spatial-Temporal Attention Aggregator for Spiking Neural Networks Tianqing Zhang Kairong Yu Xian Zhong Hongwei Wang Qi Xu Qiang Zhang 86 1 0 04 Mar 2025
Towards High-performance Spiking Transformers from ANN to SNN Conversion Zihan Huang Xinyu Shi Zecheng Hao Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 30 7 0 28 Feb 2025
Spiking Transformer:Introducing Accurate Addition-Only Spiking Self-Attention for Transformer Yufei Guo Xiaode Liu Y. Chen Weihang Peng Yuhan Zhang Zhe Ma MQ 43 1 0 28 Feb 2025
Noise-Injected Spiking Graph Convolution for Energy-Efficient 3D Point Cloud Denoising Zheng Li Qiaoyun Wu Jialin Zhang Kaijun Zhang Jun Wang 3DPC 47 0 0 27 Feb 2025
Towards Accurate Binary Spiking Neural Networks: Learning with Adaptive Gradient Modulation Mechanism Yu Liang Wenjie Wei A. Belatreche Honglin Cao Zijian Zhou Shuai Wang Malu Zhang Yuqing Yang MQ 66 0 0 21 Feb 2025
CLIF: Complementary Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Yulong Huang Xiaopeng Lin Hongwei Ren Haotian Fu Yue Zhou Zunchang Liu Biao Pan Bojun Cheng 57 10 0 20 Feb 2025
Understanding the Functional Roles of Modelling Components in Spiking Neural Networks Huifeng Yin Hanle Zheng Jiayi Mao Siyuan Ding Xing Liu M. Xu Yifan Hu Jing Pei Lei Deng 50 1 0 28 Jan 2025
Efficient 3D Recognition with Event-driven Spike Sparse Convolution Xuerui Qiu Man Yao Jieyuan Zhang Yuhong Chou Ning Qiao Shibo Zhou Bo Xu Guoqi Li 3DPC 75 4 0 10 Dec 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 38 2 0 08 Jul 2024
NeuroMoCo: A Neuromorphic Momentum Contrast Learning Method for Spiking Neural Networks Yuqi Ma Huamin Wang Hangchi Shen Xuemei Chen Shukai Duan Shiping Wen 57 0 0 10 Jun 2024
TT-SNN: Tensor Train Decomposition for Efficient Spiking Neural Network Training Donghyun Lee Ruokai Yin Youngeun Kim Abhishek Moitra Yuhang Li Priyadarshini Panda 21 3 0 15 Jan 2024
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 36 0 0 15 Oct 2023
Highly Efficient SNNs for High-speed Object Detection Nemin Qiu Zhiguo Li Yuan Li Chuang Zhu 22 0 0 27 Sep 2023
Inherent Redundancy in Spiking Neural Networks Man Yao J. Hu Guangshe Zhao Yaoyuan Wang Ziyang Zhang Boxing Xu Guoqi Li 24 15 0 16 Aug 2023
Resource Constrained Model Compression via Minimax Optimization for Spiking Neural Networks Jue Chen Huan Yuan Jianchao Tan Bin Chen Chengru Song Di Zhang 25 3 0 09 Aug 2023
Automotive Object Detection via Learning Sparse Events by Spiking Neurons Hu Zhang Yanchen Li Luziwei Leng Kaiwei Che Qian Liu Qinghai Guo Jianxing Liao Ran Cheng 34 6 0 24 Jul 2023
Deep Directly-Trained Spiking Neural Networks for Object Detection Qiaoyi Su Yuhong Chou Yifan Hu Jianing Li Shijie Mei Ziyang Zhang Guoqiu Li ObjD 13 68 0 21 Jul 2023
InfLoR-SNN: Reducing Information Loss for Spiking Neural Networks Yu-Zhu Guo Y. Chen Liwen Zhang Xiaode Liu Xinyi Tong Yuanyuan Ou Xuhui Huang Zhe Ma AAML 41 3 0 10 Jul 2023
Spike-driven Transformer Man Yao Jiakui Hu Zhaokun Zhou Liuliang Yuan Yonghong Tian Boxing Xu Guoqi Li 34 114 0 04 Jul 2023
Efficient Deep Spiking Multi-Layer Perceptrons with Multiplication-Free Inference Boyan Li Luziwei Leng Shuaijie Shen Kaixuan Zhang Jianguo Zhang Jianxing Liao Ran Cheng 31 7 0 21 Jun 2023
ESL-SNNs: An Evolutionary Structure Learning Strategy for Spiking Neural Networks Jiangrong Shen Qi Xu Jian K. Liu Yueming Wang Gang Pan Huajin Tang 22 41 0 06 Jun 2023
Auto-Spikformer: Spikformer Architecture Search Kaiwei Che Zhaokun Zhou Zhengyu Ma Wei Fang Yanqing Chen Shuaijie Shen Liuliang Yuan Yonghong Tian 26 4 0 01 Jun 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal Consistency Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 40 7 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 26 9 0 10 May 2023
Uncovering the Representation of Spiking Neural Networks Trained with Surrogate Gradient Yuhang Li Youngeun Kim Hyoungseob Park Priyadarshini Panda 32 16 0 25 Apr 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 31 11 0 24 Apr 2023
LaSNN: Layer-wise ANN-to-SNN Distillation for Effective and Efficient Training in Deep Spiking Neural Networks Di Hong Jiangrong Shen Yu Qi Yueming Wang 25 5 0 17 Apr 2023
SEENN: Towards Temporal Spiking Early-Exit Neural Networks Yuhang Li Tamar Geller Youngeun Kim Priyadarshini Panda 24 37 0 02 Apr 2023
MT-SNN: Enhance Spiking Neural Network with Multiple Thresholds Xiaoting Wang Yanxiang Zhang Yongzhen Zhang 30 5 0 20 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 21 37 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 43 40 0 21 Feb 2023
Workload-Balanced Pruning for Sparse Spiking Neural Networks Ruokai Yin Youngeun Kim Yuhang Li Abhishek Moitra Nitin Satpute Anna Hambitzer Priyadarshini Panda 34 19 0 13 Feb 2023
Optimising Event-Driven Spiking Neural Network with Regularisation and Cutoff Dengyu Wu Gao Jin Han Yu Xinping Yi Xiaowei Huang 24 2 0 23 Jan 2023
Learning to See Through with Events Lei Yu Xiang Zhang Wei Liao Wentao Yang Guisong Xia 26 14 0 05 Dec 2022
Exploring Temporal Information Dynamics in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Anna Hambitzer Priyadarshini Panda 19 32 0 26 Nov 2022
MSS-DepthNet: Depth Prediction with Multi-Step Spiking Neural Network Xiaoshan Wu Weihua He Man Yao Ziyang Zhang Yaoyuan Wang Guoqiu Li 6 5 0 22 Nov 2022
Adversarial Defense via Neural Oscillation inspired Gradient Masking Chunming Jiang Yilei Zhang AAML 27 2 0 04 Nov 2022
Low Latency Conversion of Artificial Neural Network Models to Rate-encoded Spiking Neural Networks Zhanglu Yan Jun Zhou Weng-Fai Wong 30 2 0 27 Oct 2022
GLIF: A Unified Gated Leaky Integrate-and-Fire Neuron for Spiking Neural Networks Xing-Hua Yao Fanrong Li Zitao Mo Jianguo Cheng 18 82 0 25 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 46 36 0 11 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 45 60 0 09 Oct 2022
Spiking SiamFC++: Deep Spiking Neural Network for Object Tracking S. Xiang Tao Zhang Shuqing Jiang Yanan Han Yahui Zhang Chenyang Du Xingxing Guo Licun Yu Yue-chun Shi Yue Hao 8 9 0 24 Sep 2022
Attacking the Spike: On the Transferability and Security of Spiking Neural Networks to Adversarial Examples Nuo Xu Kaleel Mahmood Haowen Fang Ethan Rathbun Caiwen Ding Wujie Wen AAML 29 12 0 07 Sep 2022
Exploring Lottery Ticket Hypothesis in Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Ruokai Yin Priyadarshini Panda 24 46 0 04 Jul 2022
Solving the Spike Feature Information Vanishing Problem in Spiking Deep Q Network with Potential Based Normalization Yinqian Sun Yi Zeng Yang Li 19 15 0 08 Jun 2022