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Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks

17 October 2021

Guobin Shen

Dongcheng Zhao

Yi Zeng

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Papers citing "Backpropagation with Biologically Plausible Spatio-Temporal Adjustment For Training Deep Spiking Neural Networks"

27 / 27 papers shown

Title
SNN-PAR: Energy Efficient Pedestrian Attribute Recognition via Spiking Neural Networks Haiyang Wang Qian Zhu Mowen She Yabo Li Haoyu Song Minghe Xu Xiao Wang ViT 158 1 0 10 Oct 2024
Neuromorphic on-chip reservoir computing with spiking neural network architectures Samip Karki Diego Chavez Arana Andrew T. Sornborger Francesco Caravelli 141 2 0 30 Jul 2024
Exploiting Heterogeneity in Timescales for Sparse Recurrent Spiking Neural Networks for Energy-Efficient Edge Computing Biswadeep Chakraborty Saibal Mukhopadhyay 243 3 0 08 Jul 2024
HPFF: Hierarchical Locally Supervised Learning with Patch Feature Fusion Junhao Su Chenghao He Feiyu Zhu Xiaojie Xu Dongzhi Guan Chenyang Si 219 3 0 08 Jul 2024
MLAAN: Scaling Supervised Local Learning with Multilaminar Leap Augmented Auxiliary Network Yuming Zhang Shouxin Zhang Peizhe Wang Feiyu Zhu Dongzhi Guan Junhao Su Jiabin Liu Xiuyuan Guo 318 3 0 24 Jun 2024
TIM: An Efficient Temporal Interaction Module for Spiking TransformerInternational Joint Conference on Artificial Intelligence (IJCAI), 2024 Sicheng Shen Dongcheng Zhao Guobin Shen Yi Zeng AI4TS 320 15 0 22 Jan 2024
Astrocyte-Enabled Advancements in Spiking Neural Networks for Large Language Modeling Guobin Shen Dongcheng Zhao Yiting Dong Yang Li Jindong Li Kang Sun Yi Zeng 223 7 0 12 Dec 2023
Applications of Spiking Neural Networks in Visual Place RecognitionIEEE Transactions on robotics (TRO), 2023 S. Hussaini Michael Milford Tobias Fischer 526 12 0 22 Nov 2023
Energy-Efficient Visual Search by Eye Movement and Low-Latency Spiking Neural Network Yunhui Zhou Dongqi Han Yuguo Yu 3DH 151 0 0 10 Oct 2023
FireFly v2: Advancing Hardware Support for High-Performance Spiking Neural Network with a Spatiotemporal FPGA AcceleratorIEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems (IEEE TCAD), 2023 Jindong Li Guobin Shen Dongcheng Zhao Qian Zhang Yingda Zeng 147 14 0 28 Sep 2023
Brain-inspired Evolutionary Architectures for Spiking Neural NetworksIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Wenxuan Pan Feifei Zhao Zhuoya Zhao Yi Zeng 253 5 0 11 Sep 2023
Neuromorphic Online Learning for Spatiotemporal Patterns with a Forward-only Timeline Zhenhang Zhang Jingang Jin Haowen Fang Qinru Qiu 185 2 0 21 Jul 2023
Exploiting Noise as a Resource for Computation and Learning in Spiking Neural Networks Gehua (Marcus) Ma Rui Yan Huajin Tang 432 33 0 25 May 2023
Improving Stability and Performance of Spiking Neural Networks through Enhancing Temporal ConsistencyPattern Recognition (Pattern Recogn.), 2023 Dongcheng Zhao Guobin Shen Yiting Dong Yang Li Yi Zeng 172 19 0 23 May 2023
Multi-scale Evolutionary Neural Architecture Search for Deep Spiking Neural Networks Wenxuan Pan Feifei Zhao Bing Han Yi Zeng 310 2 0 21 Apr 2023
Temporal Knowledge Sharing enable Spiking Neural Network Learning from Past and FutureIEEE Transactions on Artificial Intelligence (IEEE TAI), 2023 Yiting Dong Dongcheng Zhao Yi Zeng 164 15 0 13 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 167 10 0 23 Mar 2023
Exploiting High Performance Spiking Neural Networks with Efficient Spiking PatternsIEEE Transactions on Emerging Topics in Computational Intelligence (TETCI), 2023 Guobin Shen Dongcheng Zhao Yi Zeng 188 16 0 29 Jan 2023
FireFly: A High-Throughput Hardware Accelerator for Spiking Neural Networks with Efficient DSP and Memory Optimization Jindong Li Guobin Shen Dongcheng Zhao Qian Zhang Yingda Zeng 298 53 0 05 Jan 2023
Models Developed for Spiking Neural NetworksMethodsX (MethodsX), 2022 Shahriar Rezghi Shirsavar A. Vahabie M. Dehaqani 198 7 0 08 Dec 2022
Heterogeneous Recurrent Spiking Neural Network for Spatio-Temporal ClassificationFrontiers in Neuroscience (Front. Neurosci.), 2022 Biswadeep Chakraborty Saibal Mukhopadhyay 185 25 0 22 Sep 2022
BrainCog: A Spiking Neural Network based Brain-inspired Cognitive Intelligence Engine for Brain-inspired AI and Brain SimulationPatterns (Patterns), 2022 Yi Zeng Dongcheng Zhao Feifei Zhao Guobin Shen Yiting Dong ... Xin Liu Chen-Yu Du Qingqun Kong Zizhe Ruan Weida Bi 153 95 0 18 Jul 2022
An Unsupervised STDP-based Spiking Neural Network Inspired By Biologically Plausible Learning Rules and ConnectionsNeural Networks (NN), 2022 Yiting Dong Dongcheng Zhao Yang Li Yi Zeng SSL 175 53 0 06 Jul 2022
DPSNN: A Differentially Private Spiking Neural Network with Temporal Enhanced Pooling Jihang Wang Dongcheng Zhao Guobin Shen Qian Zhang Yingda Zeng 203 2 0 24 May 2022
Ultra-low Latency Spiking Neural Networks with Spatio-Temporal Compression and Synaptic Convolutional BlockNeurocomputing (Neurocomputing), 2022 Changqin Xu Yi Liu Yintang Yang 156 11 0 18 Mar 2022
Navigating Local Minima in Quantized Spiking Neural NetworksInternational Conference on Artificial Intelligence Circuits and Systems (ICAICS), 2022 Nhan Duy Truong Corey Lammie M. R. Azghadi Wei D. Lu 164 19 0 15 Feb 2022
S $^3$ NN: Time Step Reduction of Spiking Surrogate Gradients for Training Energy Efficient Single-Step Spiking Neural NetworksNeural Networks (NN), 2022 Kazuma Suetake Shin-ichi Ikegawa Ryuji Saiin Yoshihide Sawada 213 4 0 26 Jan 2022