Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks

8 June 2017

Lei Deng

Jun Zhu

Papers citing "Spatio-Temporal Backpropagation for Training High-performance Spiking Neural Networks"

50 / 160 papers shown

Title
Temporal Efficient Training of Spiking Neural Network via Gradient Re-weighting Shi-Wee Deng Yuhang Li Shanghang Zhang Shi Gu 133 250 0 24 Feb 2022
Neural Architecture Search for Spiking Neural Networks Youngeun Kim Yuhang Li Hyoungseob Park Yeshwanth Venkatesha Priyadarshini Panda 33 88 0 23 Jan 2022
Direct Training via Backpropagation for Ultra-low Latency Spiking Neural Networks with Multi-threshold Changqin Xu Yi Liu Yintang Yang 20 12 0 25 Nov 2021
Continuous learning of spiking networks trained with local rules D. Antonov K. Sviatov S. Sukhov 26 12 0 18 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 37 28 0 15 Nov 2021
BioLeaF: A Bio-plausible Learning Framework for Training of Spiking Neural Networks Yukun Yang Peng Li 32 3 0 14 Nov 2021
Increasing Liquid State Machine Performance with Edge-of-Chaos Dynamics Organized by Astrocyte-modulated Plasticity Vladimir A. Ivanov Konstantinos Michmizos 34 33 0 26 Oct 2021
Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks Guobin Shen Dongcheng Zhao Yi Zeng 41 54 0 17 Oct 2021
Beyond Classification: Directly Training Spiking Neural Networks for Semantic Segmentation Youngeun Kim Joshua Chough Priyadarshini Panda 48 80 0 14 Oct 2021
HIRE-SNN: Harnessing the Inherent Robustness of Energy-Efficient Deep Spiking Neural Networks by Training with Crafted Input Noise Souvik Kundu Massoud Pedram Peter A. Beerel AAML 24 71 0 06 Oct 2021
Spike-inspired Rank Coding for Fast and Accurate Recurrent Neural Networks Alan Jeffares Qinghai Guo Pontus Stenetorp Timoleon Moraitis 41 16 0 06 Oct 2021
One Timestep is All You Need: Training Spiking Neural Networks with Ultra Low Latency Sayeed Shafayet Chowdhury Nitin Rathi Kaushik Roy 28 40 0 01 Oct 2021
BioLCNet: Reward-modulated Locally Connected Spiking Neural Networks Hafez Ghaemi Erfan Mirzaei Mahbod Nouri Saeed Reza Kheradpisheh 26 2 0 12 Sep 2021
Spike time displacement based error backpropagation in convolutional spiking neural networks M. Mirsadeghi Majid Shalchian Saeed Reza Kheradpisheh T. Masquelier 17 15 0 31 Aug 2021
Distilling Neuron Spike with High Temperature in Reinforcement Learning Agents Ling Zhang Jian Cao Yuan Zhang Bohan Zhou Shuo Feng 24 9 0 05 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 27 27 0 25 Jul 2021
Towards Low-Latency Energy-Efficient Deep SNNs via Attention-Guided Compression Souvik Kundu Gourav Datta Massoud Pedram Peter A. Beerel 23 14 0 16 Jul 2021
CarSNN: An Efficient Spiking Neural Network for Event-Based Autonomous Cars on the Loihi Neuromorphic Research Processor Alberto Viale Alberto Marchisio Maurizio Martina Guido Masera Mohamed Bennai 37 45 0 01 Jul 2021
Backpropagated Neighborhood Aggregation for Accurate Training of Spiking Neural Networks Yukun Yang Wenrui Zhang Peng Li AAML 116 25 0 22 Jun 2021
A Free Lunch From ANN: Towards Efficient, Accurate Spiking Neural Networks Calibration Yuhang Li Shi-Wee Deng Xin Dong Ruihao Gong Shi Gu 30 185 0 13 Jun 2021
Federated Learning with Spiking Neural Networks Yeshwanth Venkatesha Youngeun Kim Leandros Tassiulas Priyadarshini Panda FedML 33 47 0 11 Jun 2021
BackEISNN: A Deep Spiking Neural Network with Adaptive Self-Feedback and Balanced Excitatory-Inhibitory Neurons Dongcheng Zhao Yi Zeng Yang Li 35 40 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 43 26 0 08 May 2021
Spatio-Temporal Pruning and Quantization for Low-latency Spiking Neural Networks Sayeed Shafayet Chowdhury Isha Garg Kaushik Roy 26 38 0 26 Apr 2021
Time-Ordered Recent Event (TORE) Volumes for Event Cameras R. W. Baldwin Ruixu Liu Mohammed Almatrafi V. Asari Keigo Hirakawa AI4TS 30 108 0 10 Mar 2021
Optimal Conversion of Conventional Artificial Neural Networks to Spiking Neural Networks Shi-Wee Deng Shi Gu 126 200 0 28 Feb 2021
Deep Residual Learning in Spiking Neural Networks Wei Fang Zhaofei Yu Yanqing Chen Tiejun Huang T. Masquelier Yonghong Tian 123 481 0 08 Feb 2021
Going Deeper With Directly-Trained Larger Spiking Neural Networks Hanle Zheng Yujie Wu Lei Deng Yifan Hu Guoqi Li 19 503 0 29 Oct 2020
Spiking Neural Networks -- Part I: Detecting Spatial Patterns Hyeryung Jang N. Skatchkovsky Osvaldo Simeone 13 10 0 27 Oct 2020
Deep Reinforcement Learning with Population-Coded Spiking Neural Network for Continuous Control Guangzhi Tang Neelesh Kumar Raymond Yoo Konstantinos Michmizos 54 74 0 19 Oct 2020
Spiking Neural Networks with Single-Spike Temporal-Coded Neurons for Network Intrusion Detection Shibo Zhou Xiaohua Li AAML 42 13 0 15 Oct 2020
Tuning Convolutional Spiking Neural Network with Biologically-plausible Reward Propagation Tielin Zhang Shuncheng Jia Xiang Cheng Bo Xu 36 48 0 09 Oct 2020
Revisiting Batch Normalization for Training Low-latency Deep Spiking Neural Networks from Scratch Youngeun Kim Priyadarshini Panda 35 171 0 05 Oct 2020
TCL: an ANN-to-SNN Conversion with Trainable Clipping Layers Nguyen-Dong Ho I. Chang 20 48 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 77 508 0 11 Jul 2020
Unifying Activation- and Timing-based Learning Rules for Spiking Neural Networks Jinseok Kim Kyungsu Kim Jae-Joon Kim 14 50 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 J. Dang Kay Chen Tan 28 49 0 05 May 2020
Enabling Deep Spiking Neural Networks with Hybrid Conversion and Spike Timing Dependent Backpropagation Nitin Rathi G. Srinivasan Priyadarshini Panda Kaushik Roy 124 296 0 04 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 61 113 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 88 125 0 02 May 2020
Convolutional Spiking Neural Networks for Spatio-Temporal Feature Extraction Alireza Samadzadeh Fatemeh Sadat Tabatabaei Far Ali Javadi A. Nickabadi M. Chehreghani 43 51 0 27 Mar 2020
Rectified Linear Postsynaptic Potential Function for Backpropagation in Deep Spiking Neural Networks Malu Zhang Jiadong Wang Burin Amornpaisannon Zhixuan Zhang VPK Miriyala ... Hong Qu Jibin Wu Yansong Chua Trevor E. Carlson Haizhou Li 22 21 0 26 Mar 2020
Inherent Adversarial Robustness of Deep Spiking Neural Networks: Effects of Discrete Input Encoding and Non-Linear Activations Saima Sharmin Nitin Rathi Priyadarshini Panda Kaushik Roy AAML 116 86 0 23 Mar 2020
Reinforcement co-Learning of Deep and Spiking Neural Networks for Energy-Efficient Mapless Navigation with Neuromorphic Hardware Guangzhi Tang Neelesh Kumar Konstantinos Michmizos 24 79 0 02 Mar 2020
RMP-SNN: Residual Membrane Potential Neuron for Enabling Deeper High-Accuracy and Low-Latency Spiking Neural Network Bing Han G. Srinivasan Kaushik Roy 33 310 0 25 Feb 2020
Exploiting Neuron and Synapse Filter Dynamics in Spatial Temporal Learning of Deep Spiking Neural Network Haowen Fang Amar Shrestha Ziyi Zhao Qinru Qiu 16 120 0 19 Feb 2020
Exploring Adversarial Attack in Spiking Neural Networks with Spike-Compatible Gradient Ling Liang Xing Hu Lei Deng Yujie Wu Guoqi Li Yufei Ding Peng Li Yuan Xie AAML 31 61 0 01 Jan 2020
Technical report: supervised training of convolutional spiking neural networks with PyTorch Romain Zimmer Thomas Pellegrini S. Singh T. Masquelier 33 32 0 22 Nov 2019
DashNet: A Hybrid Artificial and Spiking Neural Network for High-speed Object Tracking Zheyu Yang Yujie Wu Guanrui Wang Yukuan Yang Guoqi Li Lei Deng Jun Zhu Luping Shi 31 42 0 15 Sep 2019
Spike-Train Level Backpropagation for Training Deep Recurrent Spiking Neural Networks Wenrui Zhang Peng Li 11 124 0 18 Aug 2019