Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 337 papers shown

Title
Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin CLL 110 8 0 19 Feb 2024
Time-Distributed Backdoor Attacks on Federated Spiking Learning Gorka Abad S. Picek A. Urbieta AAML FedML 100 2 0 05 Feb 2024
Benchmarking Spiking Neural Network Learning Methods with Varying Locality Jiaqi Lin Sen Lu Malyaban Bal Abhronil Sengupta 61 2 0 01 Feb 2024
LMUFormer: Low Complexity Yet Powerful Spiking Model With Legendre Memory Units Zeyu Liu Gourav Datta Anni Li Peter A. Beerel 68 10 0 20 Jan 2024
Fully Spiking Actor Network with Intra-layer Connections for Reinforcement Learning Ding Chen Peixi Peng Tiejun Huang Yonghong Tian 86 7 0 09 Jan 2024
Spikformer V2: Join the High Accuracy Club on ImageNet with an SNN Ticket Zhaokun Zhou Kaiwei Che Wei Fang Keyu Tian Yuesheng Zhu Shuicheng Yan Yonghong Tian Liuliang Yuan ViT 112 33 0 04 Jan 2024
When Bio-Inspired Computing meets Deep Learning: Low-Latency, Accurate, & Energy-Efficient Spiking Neural Networks from Artificial Neural Networks Gourav Datta Zeyu Liu James Diffenderfer B. Kailkhura Peter A. Beerel 130 1 0 12 Dec 2023
Fully Spiking Denoising Diffusion Implicit Models Ryo Watanabe Yusuke Mukuta Tatsuya Harada DiffM 63 3 0 04 Dec 2023
Semantic-Aware Frame-Event Fusion based Pattern Recognition via Large Vision-Language Models Dong Li Jiandong Jin Yuhao Zhang Yanlin Zhong Yaoyang Wu Lan Chen Tianlin Li Bin Luo 114 6 0 30 Nov 2023
Addressing the speed-accuracy simulation trade-off for adaptive spiking neurons Luke Taylor Andrew J. King N. Harper 62 7 0 19 Nov 2023
SpikingJelly: An open-source machine learning infrastructure platform for spike-based intelligence Wei Fang Yanqing Chen Jianhao Ding Zhaofei Yu T. Masquelier Ding Chen Liwei Huang Huihui Zhou Guoqi Li Yonghong Tian 112 235 0 25 Oct 2023
Spike-based Neuromorphic Computing for Next-Generation Computer Vision Md. Sakib Hasan Catherine D. Schuman Zhongyang Zhang Tauhidur Rahman Garrett S. Rose 121 1 0 15 Oct 2023
Fully Spiking Neural Network for Legged Robots Xiaoyang Jiang Qiang Zhang Jingkai Sun Jiahang Cao Jingtong Ma Renjing Xu 80 6 0 08 Oct 2023
Event-Driven Imaging in Turbid Media: A Confluence of Optoelectronics and Neuromorphic Computation Ning Zhang Timothy Shea A. Nurmikko 30 1 0 13 Sep 2023
Enabling energy-Efficient object detection with surrogate gradient descent in spiking neural networks Jilong Luo Shanlin Xiao Yinsheng Chen Zhiyi Yu 46 0 0 07 Sep 2023
Label-Free Event-based Object Recognition via Joint Learning with Image Reconstruction from Events Hoonhee Cho Hyeonseong Kim Yujeong Chae Kuk-Jin Yoon VLM 67 24 0 18 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 96 24 0 13 Aug 2023
A Homomorphic Encryption Framework for Privacy-Preserving Spiking Neural Networks F. Nikfam Raffaele Casaburi Alberto Marchisio Maurizio Martina Mohamed Bennai 71 3 0 10 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 69 4 0 09 Aug 2023
Attention-free Spikformer: Mixing Spike Sequences with Simple Linear Transforms Qingyu Wang Duzhen Zhang Tielin Zhang Bo Xu 78 3 0 02 Aug 2023
Spiking Neural Networks and Bio-Inspired Supervised Deep Learning: A Survey Gabriele Lagani Fabrizio Falchi Claudio Gennaro Giuseppe Amato 72 12 0 30 Jul 2023
Deep Multi-Threshold Spiking-UNet for Image Processing Hebei Li Yueyi Zhang Zhiwei Xiong Xiaoyan Sun 70 7 0 20 Jul 2023
SLSSNN: High energy efficiency spike-train level spiking neural networks with spatio-temporal conversion Changqin Xu Yi Liu Yintang Yang 53 1 0 14 Jul 2023
Energy Efficient Personalized Hand-Gesture Recognition with Neuromorphic Computing Muhammad Aitsam A. D. Nuovo 13 0 0 11 Jul 2023
A Survey of Spiking Neural Network Accelerator on FPGA Murat Isik 57 18 0 08 Jul 2023
Razor SNN: Efficient Spiking Neural Network with Temporal Embeddings Yuan Zhang Jian Cao Ling Zhang Jue Chen Wenyu Sun Yuan Wang 55 1 0 30 Jun 2023
EventCLIP: Adapting CLIP for Event-based Object Recognition Ziyi Wu Xudong Liu Igor Gilitschenski VLM 96 17 0 10 Jun 2023
Spike-based computation using classical recurrent neural networks Florent De Geeter D. Ernst G. Drion 53 1 0 06 Jun 2023
Fast-SNN: Fast Spiking Neural Network by Converting Quantized ANN Yang‐Zhi Hu Qian Zheng Xudong Jiang Gang Pan MQ 82 52 0 31 May 2023
A Graph is Worth 1-bit Spikes: When Graph Contrastive Learning Meets Spiking Neural Networks Jintang Li Huizhe Zhang Ruofan Wu Zulun Zhu Baokun Wang Changhua Meng Zibin Zheng Liang Chen SSL 62 9 0 30 May 2023
ColibriUAV: An Ultra-Fast, Energy-Efficient Neuromorphic Edge Processing UAV-Platform with Event-Based and Frame-Based Cameras Sizhen Bian Lukas Schulthess Georg Rutishauser Alfio Di Mauro Luca Benini Michele Magno 79 9 0 27 May 2023
Sharing Leaky-Integrate-and-Fire Neurons for Memory-Efficient Spiking Neural Networks Youngeun Kim Yuhang Li Abhishek Moitra Ruokai Yin Priyadarshini Panda 69 12 0 26 May 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 145 22 0 25 May 2023
Segmented Recurrent Transformer: An Efficient Sequence-to-Sequence Model Yinghan Long Sayeed Shafayet Chowdhury Kaushik Roy 113 1 0 24 May 2023
Toward stochastic neural computing Yang Qi Zhichao Zhu Yiming Wei Lu Cao Zhigang Wang Jie Zhang Wenlian Lu Jianfeng Feng 52 4 0 23 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 41 1 0 23 May 2023
From Chaos Comes Order: Ordering Event Representations for Object Recognition and Detection Nikola Zubić Daniel Gehrig Mathias Gehrig Davide Scaramuzza AI4TS 87 41 0 26 Apr 2023
Membrane Potential Distribution Adjustment and Parametric Surrogate Gradient in Spiking Neural Networks Siqi Wang Tee Hiang Cheng M. Lim 35 0 0 26 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 102 67 0 24 Apr 2023
Multi-scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks Wenxuan Pan Feifei Zhao Bing Han Yi Zeng 77 4 0 21 Apr 2023
MSAT: Biologically Inspired Multi-Stage Adaptive Threshold for Conversion of Spiking Neural Networks Xiang He Yang Li Dongcheng Zhao Qingqun Kong Yi Zeng 85 6 0 23 Mar 2023
MT-SNN: Enhance Spiking Neural Network with Multiple Thresholds Xiaoting Wang Yanxiang Zhang Yongzhen Zhang 91 6 0 20 Mar 2023
Gradient-descent hardware-aware training and deployment for mixed-signal Neuromorphic processors Uğurcan Cakal Maryada Chenxi Wu I. Ulusoy Dylan R. Muir 61 6 0 14 Mar 2023
Joint ANN-SNN Co-training for Object Localization and Image Segmentation M. Baltes Nidal Abujahar Ye Yue Charles D. Smith Jundong Liu 41 4 0 10 Mar 2023
Optimal ANN-SNN Conversion for High-accuracy and Ultra-low-latency Spiking Neural Networks Tong Bu Wei Fang Jianhao Ding Penglin Dai Zhaofei Yu Tiejun Huang 153 209 0 08 Mar 2023
Communication Trade-offs in Federated Learning of Spiking Neural Networks Soumi Chaki David Weinberg Ayça Özçelikkale FedML 100 1 0 27 Feb 2023
KLIF: An optimized spiking neuron unit for tuning surrogate gradient slope and membrane potential Chunming Jiang Yilei Zhang 62 17 0 18 Feb 2023
Deep Learning for Event-based Vision: A Comprehensive Survey and Benchmarks Xueye Zheng Yexin Liu Yunfan Lu Tongyan Hua Tianbo Pan Weiming Zhang Dacheng Tao Lin Wang AI4TS BDL 3DV 104 90 0 17 Feb 2023
Sneaky Spikes: Uncovering Stealthy Backdoor Attacks in Spiking Neural Networks with Neuromorphic Data Gorka Abad Oguzhan Ersoy S. Picek A. Urbieta AAML 58 19 0 13 Feb 2023
The Hardware Impact of Quantization and Pruning for Weights in Spiking Neural Networks Clemens J. S. Schaefer Pooria Taheri Mark Horeni Siddharth Joshi 104 13 0 08 Feb 2023