Training Deep Spiking Neural Networks using Backpropagation

31 August 2016

Papers citing "Training Deep Spiking Neural Networks using Backpropagation"

50 / 351 papers shown

Title
Event-driven eligibility propagation in large sparse networks: efficiency shaped by biological realism Agnes Korcsak-Gorzo Jesús A. Espinoza Valverde J. Stapmanns Hans Ekkehard Plesser David Dahmen Matthias Bolten Sacha Jennifer van Albada M. Diesmann 96 0 0 26 Nov 2025
Spiking Neural Networks: The Future of Brain-Inspired Computinginternational journal of engineering trends and technology (IJETT), 2025 Sales G. Aribe Jr 74 0 0 31 Oct 2025
Spiking Patches: Asynchronous, Sparse, and Efficient Tokens for Event Cameras Christoffer Koo Øhrstrøm Ronja Güldenring Lazaros Nalpantidis 88 0 0 30 Oct 2025
All in one timestep: Enhancing Sparsity and Energy efficiency in Multi-level Spiking Neural Networks A. Castagnetti Alain Pegatoquet Benoit Miramond 77 0 0 28 Oct 2025
Spiking Neural Network Architecture Search: A Survey Kama Svoboda Tosiron Adegbija 144 0 0 16 Oct 2025
Unsupervised Backdoor Detection and Mitigation for Spiking Neural Networks Jiachen Li Bang Wu Xiaoyu Xia Xiaoning Liu Xun Yi Xiuzhen Zhang AAML 68 0 0 08 Oct 2025
Training Deep Normalization-Free Spiking Neural Networks with Lateral Inhibition Peiyu Liu Jianhao Ding Zhaofei Yu 88 1 0 27 Sep 2025
Color Spike Data Generation via Bio-inspired Neuron-like Encoding with an Artificial Photoreceptor Layer Hsieh Ching-Teng Wang Yuan-Kai 47 0 0 19 Aug 2025
Timestep-Compressed Attack on Spiking Neural Networks through Timestep-Level Backpropagation D. Kang Doohyun Kim Sang-Ki Ko Jinkyu Lee Hyeongboo Baek Brent ByungHoon Kang AAML 68 0 0 19 Aug 2025
Multi-Plasticity Synergy with Adaptive Mechanism Assignment for Training Spiking Neural Networks Yuzhe Liu Xin Deng Qiang Yu AAML AI4CE 48 0 0 19 Aug 2025
ParaRevSNN: A Parallel Reversible Spiking Neural Network for Efficient Training and Inference Changqing Xu Guoqing Sun Yi Liu Xinfang Liao Yintang Yang 62 0 0 02 Aug 2025
Enhancing Generalization of Spiking Neural Networks Through Temporal Regularization Boxuan Zhang Zhen Xu Kuan Tao 261 0 0 24 Jun 2025
Bio-Inspired Classification: Combining Information Theory and Spiking Neural Networks -- Influence of the Learning Rules Zofia Rudnicka Janusz Szczepanski Agnieszka Pregowska 144 1 0 07 Jun 2025
Structured State Space Model Dynamics and Parametrization for Spiking Neural Networks Maxime Fabre Lyubov Dudchenko Emre Neftci 400 6 0 04 Jun 2025
Multi-Timescale Motion-Decoupled Spiking Transformer for Audio-Visual Zero-Shot Learning Wenrui Li Penghong Wang Xingtao Wang Wangmeng Zuo Xiaopeng Fan Yonghong Tian 164 1 0 26 May 2025
Time to Spike? Understanding the Representational Power of Spiking Neural Networks in Discrete Time Duc Anh Nguyen Ernesto Araya Adalbert Fono Gitta Kutyniok 467 0 0 23 May 2025
Sigma-Delta Neural Network Conversion on Loihi 2 Matthew Brehove Sadia Anjum Tumpa Espoir Kyubwa Naresh Menon Vijaykrishnan Narayanan 140 2 0 09 May 2025
PASCAL: Precise and Efficient ANN- SNN Conversion using Spike Accumulation and Adaptive Layerwise Activation Pranav Ramesh Gopalakrishnan Srinivasan 197 2 0 03 May 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 324 1 0 18 Apr 2025
Learning with Spike Synchrony in Spiking Neural Networks Yuchen Tian Assel Kembay Nhan Duy Truong Nhan Duy Truong Omid Kavehei Omid Kavehei 224 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 276 1 0 13 Apr 2025
Hardware, Algorithms, and Applications of the Neuromorphic Vision Sensor: a ReviewItalian National Conference on Sensors (INS), 2025 Claudio Cimarelli Jose A. Millan-Romera Holger Voos David Morilla-Cabello 253 2 0 11 Apr 2025
PETNet -- Coincident Particle Event Detection using Spiking Neural NetworksNeuro Inspired Computational Elements Workshop (NICE), 2024 Jan Debus Charlotte Debus Günther Dissertori Markus Gotz 161 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 304 6 0 21 Mar 2025
Region Masking to Accelerate Video Processing on Neuromorphic HardwareIEEE International Symposium on Quality Electronic Design (ISQED), 2025 Sreetama Sarkar S. Shrestha Yue Che L. Campos-Macias Gourav Datta Peter A. Beerel 269 1 0 21 Mar 2025
Towards Scalable Modeling of Compressed Videos for Efficient Action Recognition Shristi Das Biswas Efstathia Soufleri Arani Roy Kaushik Roy 262 1 0 17 Mar 2025
Towards High-performance Spiking Transformers from ANN to SNN ConversionACM Multimedia (MM), 2024 Zihan Huang Xinyu Shi Zecheng Hao Tong Bu Jianhao Ding Zhaofei Yu Tiejun Huang 386 13 0 28 Feb 2025
EvRepSL: Event-Stream Representation via Self-Supervised Learning for Event-Based VisionIEEE Transactions on Image Processing (TIP), 2024 Qiang Qu Xiaoming Chen Yuk Ying Chung Yiran Shen AI4TS 233 11 0 10 Dec 2024
Mixture of Physical Priors Adapter for Parameter-Efficient Fine-Tuning Xiping Hu C. J. Li QiXiang Ye Tong Zhang MoE 226 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 342 2 0 05 Nov 2024
Efficiently Training Time-to-First-Spike Spiking Neural Networks from Scratch Kaiwei Che Wei Fang Zhengyu Ma Li-xin Yuan T. Masquelier Yonghong Tian Timothée Masquelier Yonghong Tian 120 1 0 31 Oct 2024
Neuronal Competition Groups with Supervised STDP for Spike-Based ClassificationNeural Information Processing Systems (NeurIPS), 2024 Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 229 3 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 156 8 0 20 Oct 2024
Advancing Training Efficiency of Deep Spiking Neural Networks through Rate-based BackpropagationNeural Information Processing Systems (NeurIPS), 2024 Chengting Yu Lei Liu Gaoang Wang Erping Li Aili Wang 166 8 0 15 Oct 2024
Deep activity propagation via weight initialization in spiking neural networksNeuro Inspired Computational Elements Workshop (NICE), 2024 Aurora Micheli Olaf Booij Jan van Gemert Nergis Tömen 212 1 0 01 Oct 2024
Membership Privacy Evaluation in Deep Spiking Neural Networks Jiaxin Li Gorka Abad S. Picek Mauro Conti AAML 255 3 0 28 Sep 2024
EventDance++: Language-guided Unsupervised Source-free Cross-modal Adaptation for Event-based Object Recognition Xu Zheng Lin Wang 286 2 0 19 Sep 2024
Inferno: An Extensible Framework for Spiking Neural Networks Marissa Dominijanni BDL 190 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 Li Zhang Mark Sandler Andrew G. Howard MQ 138 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 203 3 0 13 Sep 2024
Training Spiking Neural Networks via Augmented Direct Feedback Alignment Yongbo Zhang Katsuma Inoue Mitsumasa Nakajima Toshikazu Hashimoto Yasuo Kuniyoshi Kohei Nakajima 282 2 0 12 Sep 2024
ReSpike: Residual Frames-based Hybrid Spiking Neural Networks for Efficient Action RecognitionNeuromorphic Computing and Engineering (NCE), 2024 Shiting Xiao Yuhang Li Youngeun Kim Donghyun Lee Priyadarshini Panda 205 3 0 03 Sep 2024
Digit Recognition using Multimodal Spiking Neural Networks William Bjorndahl Jack Easton Austin Modoff Eric C. Larson J. Camp Prasanna Rangarajan 142 2 0 31 Aug 2024
Research Advances and New Paradigms for Biology-inspired Spiking Neural Networks Tianyu Zheng Liyuan Han Tielin Zhang AI4CE 211 1 0 26 Aug 2024
N-DriverMotion: Driver motion learning and prediction using an event-based camera and directly trained spiking neural networksIEEE Open Journal of Vehicular Technology (OJVT), 2024 Hyo Jong Chung Byungkon Kang Yoonseok Yang 164 2 0 23 Aug 2024
When In-memory Computing Meets Spiking Neural Networks -- A Perspective on Device-Circuit-System-and-Algorithm Co-designApplied Physics Reviews (APR), 2024 Abhishek Moitra Abhiroop Bhattacharjee Yuhang Li Youngeun Kim Priyadarshini Panda 186 6 0 22 Aug 2024
Advancing Spatio-Temporal Processing in Spiking Neural Networks through AdaptationNature Communications (Nat. Commun.), 2024 Maximilian Baronig Romain Ferrand Silvester Sabathiel Robert Legenstein 315 10 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 98 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 158 1 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 217 0 0 17 Jul 2024