Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 333 papers shown

Title
Sigma-Delta Neural Network Conversion on Loihi 2 Matthew Brehove Sadia Anjum Tumpa Espoir Kyubwa Naresh Menon Vijaykrishnan Narayanan 26 0 0 09 May 2025
PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation Pranav Ramesh Gopalakrishnan Srinivasan 36 0 0 03 May 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 40 0 0 18 Apr 2025
Beyond Pairwise Plasticity: Group-Level Spike Synchrony Facilitates Efficient Learning in Spiking Neural Networks Yuchen Tian Assel Kembay Nhan Duy Truong Jason K. Eshraghian Omid Kavehei 12 0 0 14 Apr 2025
snnTrans-DHZ: A Lightweight Spiking Neural Network Architecture for Underwater Image Dehazing Vidya Sudevan F. Zayer Rizwana Kausar S. Javed Hamad Karki G. D. Masi Jorge Dias 53 0 0 13 Apr 2025
Hardware, Algorithms, and Applications of the Neuromorphic Vision Sensor: a Review Claudio Cimarelli Jose A. Millan-Romera Holger Voos J. López 37 0 0 11 Apr 2025
PETNet -- Coincident Particle Event Detection using Spiking Neural Networks Jan Debus Charlotte Debus Günther Dissertori Markus Gotz 40 0 0 09 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 47 0 0 21 Mar 2025
Region Masking to Accelerate Video Processing on Neuromorphic Hardware Sreetama Sarkar S. Shrestha Yue Che L. Campos-Macias Gourav Datta Peter A. Beerel 49 0 0 21 Mar 2025
Towards Scalable Modeling of Compressed Videos for Efficient Action Recognition Shristi Das Biswas Efstathia Soufleri Arani Roy Kaushik Roy 61 0 0 17 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 32 7 0 28 Feb 2025
EvRepSL: Event-Stream Representation via Self-Supervised Learning for Event-Based Vision Qiang Qu Xiaoming Chen Yuk Ying Chung Yiran Shen AI4TS 88 5 0 10 Dec 2024
Mixture of Physical Priors Adapter for Parameter-Efficient Fine-Tuning Zehua Wang C. J. Li QiXiang Ye Tong Zhang MoE 95 1 0 03 Dec 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 38 0 0 05 Nov 2024
Neuronal Competition Groups with Supervised STDP for Spike-Based Classification Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 39 2 0 22 Oct 2024
Fractional-order spike-timing-dependent gradient descent for multi-layer spiking neural networks Yi Yang Richard M. Voyles Haiyan H. Zhang Robert A. Nawrocki 19 4 0 20 Oct 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based Backpropagation Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 28 1 0 15 Oct 2024
Deep activity propagation via weight initialization in spiking neural networks Aurora Micheli Olaf Booij Jan van Gemert Nergis Tömen 31 0 0 01 Oct 2024
Membership Privacy Evaluation in Deep Spiking Neural Networks Jiaxin Li Gorka Abad S. Picek Mauro Conti AAML 41 1 0 28 Sep 2024
EventDance++: Language-guided Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition Xu Zheng Lin Wang 39 3 0 19 Sep 2024
Inferno: An Extensible Framework for Spiking Neural Networks Marissa Dominijanni BDL 36 0 0 17 Sep 2024
Robust Training of Neural Networks at Arbitrary Precision and Sparsity Chengxi Ye Grace Chu Yanfeng Liu Yichi Zhang Lukasz Lew Andrew G. Howard MQ 34 2 0 14 Sep 2024
Pushing the boundaries of event subsampling in event-based video classification using CNNs Hesam Araghi Jan van Gemert Nergis Tomen 51 0 0 13 Sep 2024
Training Spiking Neural Networks via Augmented Direct Feedback Alignment Yongbo Zhang Katsuma Inoue M. Nakajima Toshikazu Hashimoto Yasuo Kuniyoshi Kohei Nakajima 43 0 0 12 Sep 2024
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action Recognition Shiting Xiao Yuhang Li Youngeun Kim Donghyun Lee Priyadarshini Panda 49 1 0 03 Sep 2024
Digit Recognition using Multimodal Spiking Neural Networks William Bjorndahl Jack Easton Austin Modoff Eric C. Larson J. Camp Prasanna Rangarajan 35 1 0 31 Aug 2024
Research Advances and New Paradigms for Biology-inspired Spiking Neural Networks Tianyu Zheng Liyuan Han Tielin Zhang AI4CE 40 0 0 26 Aug 2024
N-DriverMotion: Driver motion learning and prediction using an event-based camera and directly trained spiking neural networks Hyo Jong Chung Byungkon Kang Yoonseok Yang 37 0 0 23 Aug 2024
When In-memory Computing Meets Spiking Neural Networks -- A Perspective on Device-Circuit-System-and-Algorithm Co-design Abhishek Moitra Abhiroop Bhattacharjee Yuhang Li Youngeun Kim Priyadarshini Panda 32 1 0 22 Aug 2024
Advancing Spatio-Temporal Processing in Spiking Neural Networks through Adaptation Maximilian Baronig Romain Ferrand Silvester Sabathiel Robert Legenstein 53 3 0 14 Aug 2024
A frugal Spiking Neural Network for unsupervised classification of continuous multivariate temporal data Sai Deepesh Pokala Marie Bernert Takuya Nanami Takashi Kohno Timothée Lévi B. Yvert 23 0 0 08 Aug 2024
Synaptic Modulation using Interspike Intervals Increases Energy Efficiency of Spiking Neural Networks Dylan Adams Magda Zajaczkowska Ashiq Anjum Andrea Soltoggio Shirin Dora 37 0 0 06 Aug 2024
Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin 45 0 0 17 Jul 2024
SVFormer: A Direct Training Spiking Transformer for Efficient Video Action Recognition Liutao Yu Liwei Huang Chenlin Zhou Han Zhang Zhengyu Ma Huihui Zhou Yonghong Tian ViT 62 4 0 21 Jun 2024
Trapezoidal Gradient Descent for Effective Reinforcement Learning in Spiking Networks Yuhao Pan Xiucheng Wang Nan Cheng Qi Qiu 23 0 0 19 Jun 2024
SFedCA: Credit Assignment-Based Active Client Selection Strategy for Spiking Federated Learning Qiugang Zhan Jinbo Cao Xiurui Xie Malu Zhang Huajin Tang Guisong Liu FedML 48 0 0 18 Jun 2024
SpikePipe: Accelerated Training of Spiking Neural Networks via Inter-Layer Pipelining and Multiprocessor Scheduling Sai Sanjeet B. Sahoo Keshab K. Parhi 51 0 0 11 Jun 2024
SpikeZIP-TF: Conversion is All You Need for Transformer-based SNN Kang You Zekai Xu Chen Nie Zhijie Deng Qinghai Guo Xiang Wang Zhezhi He 45 10 0 05 Jun 2024
Iteration over event space in time-to-first-spike spiking neural networks for Twitter bot classification Mateusz Pabian D. Rzepka Miroslaw Pawlak 34 1 0 03 Jun 2024
A Pontryagin Perspective on Reinforcement Learning Onno Eberhard Claire Vernade Michael Muehlebach 45 2 0 28 May 2024
Building Vision Models upon Heat Conduction Zhaozhi Wang Yue Liu Yunfan Liu Hongtian Yu Yaowei Wang QiXiang Ye ViT VLM 58 0 0 26 May 2024
EchoSpike Predictive Plasticity: An Online Local Learning Rule for Spiking Neural Networks Lars Graf Zhe Su Giacomo Indiveri 40 0 0 22 May 2024
Direct Training High-Performance Deep Spiking Neural Networks: A Review of Theories and Methods Chenlin Zhou Han Zhang Liutao Yu Yumin Ye Zhaokun Zhou Liwei Huang Zhengyu Ma Xiaopeng Fan Huihui Zhou Yonghong Tian 54 11 0 06 May 2024
MK-SGN: A Spiking Graph Convolutional Network with Multimodal Fusion and Knowledge Distillation for Skeleton-based Action Recognition Naichuan Zheng Hailun Xia Zeyu Liang 51 1 0 16 Apr 2024
Scene Adaptive Sparse Transformer for Event-based Object Detection Yansong Peng Hebei Li Yueyi Zhang Xiaoyan Sun Feng Wu ViT 65 13 0 02 Apr 2024
EventDance: Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition Xueye Zheng Lin Wang TTA 43 19 0 21 Mar 2024
Hebbian Learning based Orthogonal Projection for Continual Learning of Spiking Neural Networks Mingqing Xiao Qingyan Meng Zongpeng Zhang D.K. He Zhouchen Lin CLL 33 7 0 19 Feb 2024
Time-Distributed Backdoor Attacks on Federated Spiking Learning Gorka Abad S. Picek A. Urbieta AAML FedML 39 2 0 05 Feb 2024
Benchmarking Spiking Neural Network Learning Methods with Varying Locality Jiaqi Lin Sen Lu Malyaban Bal Abhronil Sengupta 29 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 35 9 0 20 Jan 2024