v1v2v3v4v5v6 (latest)

Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks

21 May 2018

Yingyezhe Jin

Wenrui Zhang

Peng Li

ArXiv (abs)PDF HTML

Papers citing "Hybrid Macro/Micro Level Backpropagation for Training Deep Spiking Neural Networks"

50 / 73 papers shown

Title
SpikeX: Exploring Accelerator Architecture and Network-Hardware Co-Optimization for Sparse Spiking Neural Networks Boxun Xu Richard Boone Peng Li 81 0 0 18 May 2025
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 97 2 0 08 Jul 2024
Efficient Online Learning for Networks of Two-Compartment Spiking Neurons Yujia Yin Xinyi Chen Chenxiang Ma Jibin Wu Kay Chen Tan 81 0 0 25 Feb 2024
Forward Direct Feedback Alignment for Online Gradient Estimates of Spiking Neural Networks Florian Bacho Dminique Chu 44 0 0 06 Feb 2024
Parametric Matrix Models Patrick Cook Danny Jammooa Morten Hjorth-Jensen Daniel D. Lee Dean Lee PINN 40 4 0 22 Jan 2024
DISTA: Denoising Spiking Transformer with intrinsic plasticity and spatiotemporal attention Boxun Xu Hejia Geng Yuxuan Yin Peng Li 77 2 0 15 Nov 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 114 1 0 15 Oct 2023
Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks Siqi Wang Tee Hiang Cheng M. Lim 28 0 0 26 Apr 2023
Reducing ANN-SNN Conversion Error through Residual Membrane Potential Zecheng Hao Tong Bu Jianhao Ding Tiejun Huang Zhaofei Yu 119 62 0 04 Feb 2023
SPIDE: A Purely Spike-based Method for Training Feedback Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 102 12 0 01 Feb 2023
Exploring Tradeoffs in Spiking Neural Networks Florian Bacho Dominique F. Chu 45 1 0 15 Dec 2022
Timing-Based Backpropagation in Spiking Neural Networks Without Single-Spike Restrictions Kakei Yamamoto Yusuke Sakemi Kazuyuki Aihara 49 2 0 29 Nov 2022
PC-SNN: Supervised Learning with Local Hebbian Synaptic Plasticity based on Predictive Coding in Spiking Neural Networks Mengting Lan Xiaogang Xiong Zixuan Jiang Y. Lou 41 4 0 24 Nov 2022
Exact Gradient Computation for Spiking Neural Networks Through Forward Propagation Jane Lee Saeid Haghighatshoar Amin Karbasi 64 0 0 18 Oct 2022
Online Training Through Time for Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 92 67 0 09 Oct 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal Classification Biswadeep Chakraborty Saibal Mukhopadhyay 85 21 0 22 Sep 2022
A temporally and spatially local spike-based backpropagation algorithm to enable training in hardware Anmol Biswas V. Saraswat U. Ganguly AAML 45 1 0 20 Jul 2022
Spike Calibration: Fast and Accurate Conversion of Spiking Neural Network for Object Detection and Segmentation Yang Li Xiang He Yiting Dong Qingqun Kong Yi Zeng 78 28 0 06 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 112 59 0 21 Jun 2022
SNN2ANN: A Fast and Memory-Efficient Training Framework for Spiking Neural Networks Jianxiong Tang Jianhuang Lai Xiaohua Xie Lingxiao Yang Weimin Zheng 69 15 0 19 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 64 14 0 10 Jun 2022
DPSNN: A Differentially Private Spiking Neural Network with Temporal Enhanced Pooling Jihang Wang Dongcheng Zhao Guobin Shen Qian Zhang Yingda Zeng 82 2 0 24 May 2022
Spikemax: Spike-based Loss Methods for Classification S. Shrestha Longwei Zhu Pengfei Sun 83 15 0 19 May 2022
Spiking Graph Convolutional Networks Zulun Zhu Jiaying Peng Jintang Li Liang Chen Qi Yu Siqiang Luo GNN 62 46 0 05 May 2022
MAP-SNN: Mapping Spike Activities with Multiplicity, Adaptability, and Plasticity into Bio-Plausible Spiking Neural Networks Chengting Yu Yang-Guang Du Mufeng Chen Aili Wang Gaoang Wang Erping Li AAML 95 3 0 21 Apr 2022
Ultra-low Latency Spiking Neural Networks with Spatio-Temporal Compression and Synaptic Convolutional Block Changqin Xu Yi Liu Yintang Yang 38 7 0 18 Mar 2022
Evaluation of Neuromorphic Spike Encoding of Sound Using Information Theory Ahmad El Ferdaoussi É. Plourde Jean Rouat 39 1 0 19 Feb 2022
Event-based Video Reconstruction via Potential-assisted Spiking Neural Network Lin Zhu Tianlin Li Yi Chang Jianing Li Tiejun Huang Yonghong Tian 81 98 0 25 Jan 2022
Efficient Training of Spiking Neural Networks with Temporally-Truncated Local Backpropagation through Time Wenzhe Guo M. Fouda A. Eltawil K. Salama 51 12 0 13 Dec 2021
Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold Changqin Xu Yi Liu Yintang Yang 58 12 0 25 Nov 2021
Spiking CapsNet: A Spiking Neural Network With A Biologically Plausible Routing Rule Between Capsules Dongcheng Zhao Yang Li Yi Zeng Jihang Wang Qian Zhang 93 29 0 15 Nov 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 71 55 0 17 Oct 2021
Training Feedback Spiking Neural Networks by Implicit Differentiation on the Equilibrium State Mingqing Xiao Qingyan Meng Zongpeng Zhang Yisen Wang Zhouchen Lin 182 66 0 29 Sep 2021
Composing Recurrent Spiking Neural Networks using Locally-Recurrent Motifs and Risk-Mitigating Architectural Optimization Wenrui Zhang Hejia Geng Peng Li 51 5 0 04 Aug 2021
H2Learn: High-Efficiency Learning Accelerator for High-Accuracy Spiking Neural Networks Ling Liang Zheng Qu Zhaodong Chen Fengbin Tu Yujie Wu Lei Deng Guoqi Li Peng Li Yuan Xie 66 28 0 25 Jul 2021
Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks Yukun Yang Wenrui Zhang Peng Li AAML 167 27 0 22 Jun 2021
The Backpropagation Algorithm Implemented on Spiking Neuromorphic Hardware Alpha Renner F. Sheldon Anatoly Zlotnik L. Tao A. Sornborger 67 41 0 13 Jun 2021
BackEISNN: A Deep Spiking Neural Network with Adaptive Self-Feedback and Balanced Excitatory-Inhibitory Neurons Dongcheng Zhao Yi Zeng Yang Li 75 42 0 27 May 2021
In-Hardware Learning of Multilayer Spiking Neural Networks on a Neuromorphic Processor Amar Shrestha Haowen Fang D. Rider Zaidao Mei Qinru Qiu 74 27 0 08 May 2021
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 78 530 0 29 Oct 2020
Skip-Connected Self-Recurrent Spiking Neural Networks with Joint Intrinsic Parameter and Synaptic Weight Training Wenrui Zhang Peng Li 68 13 0 23 Oct 2020
SPA: Stochastic Probability Adjustment for System Balance of Unsupervised SNNs Xingyu Yang Mingyuan Meng Shanlin Xiao Zhiyi Yu 28 1 0 19 Oct 2020
TCL: an ANN-to-SNN Conversion with Trainable Clipping Layers Nguyen-Dong Ho I. Chang 70 52 0 11 Aug 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 178 531 0 11 Jul 2020
Long Short-Term Memory Spiking Networks and Their Applications Ali Lotfi-Rezaabad S. Vishwanath 79 62 0 09 Jul 2020
Unifying Activation- and Timing-based Learning Rules for Spiking Neural Networks Jinseok Kim Kyungsu Kim Jae-Joon Kim 84 53 0 04 Jun 2020
Constructing Accurate and Efficient Deep Spiking Neural Networks with Double-threshold and Augmented Schemes Qiang Yu Chenxiang Ma Shiming Song Gaoyan Zhang Jianwu Dang Kay Chen Tan 69 53 0 05 May 2020
Spiking Neural Networks Hardware Implementations and Challenges: a Survey Maxence Bouvier A. Valentian T. Mesquida F. Rummens M. Reyboz Elisa Vianello E. Beigné 90 117 0 04 May 2020
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences Weihua He Yujie Wu Lei Deng Guoqi Li Haoyu Wang Yang Tian Wei Ding Wenhui Wang Yuan Xie 130 129 0 02 May 2020
Hyperparameter Optimization in Binary Communication Networks for Neuromorphic Deployment Maryam Parsa Catherine D. Schuman Prasanna Date Derek C. Rose Bill Kay ... Steven R. Young Ryan Dellana William M. Severa T. Potok Kaushik Roy 37 4 0 21 Apr 2020