Training Spiking Neural Networks Using Lessons From Deep Learning

27 September 2021

Wei D. Lu

Papers citing "Training Spiking Neural Networks Using Lessons From Deep Learning"

50 / 173 papers shown

Title
Lightweight LIF-only SNN accelerator using differential time encoding Daniel Windhager Lothar Ratschbacher Bernhard A. Moser M. Lunglmayr 9 0 0 16 May 2025
Event-based Neural Spike Detection Using Spiking Neural Networks for Neuromorphic iBMI Systems Chanwook Hwang Biyan Zhou Ye Ke Vivek Mohan Jong Hwan Ko A. Basu 24 0 0 10 May 2025
Architectural Exploration of Hybrid Neural Decoders for Neuromorphic Implantable BMI Vivek Mohan Biyan Zhou Zhou Wang Anil Bharath Emmanuel M Drakakis A. Basu 24 0 0 09 May 2025
ADMM-Based Training for Spiking Neural Networks Giovanni Perin Cesare Bidini Riccardo Mazzieri M. Rossi 24 0 0 08 May 2025
Binding threshold units with artificial oscillatory neurons V. Fanaskov Ivan V. Oseledets 49 0 0 06 May 2025
Akkumula: Evidence accumulation driver models with Spiking Neural Networks Alberto Morando 23 0 0 30 Apr 2025
A Deep Bayesian Convolutional Spiking Neural Network-based CAD system with Uncertainty Quantification for Medical Images Classification Mohaddeseh Chegini Ali Mahloojifar BDL UQCV 78 0 0 23 Apr 2025
Causal pieces: analysing and improving spiking neural networks piece by piece Dominik Dold Philipp Christian Petersen CML 38 0 0 18 Apr 2025
Synthetic Biology meets Neuromorphic Computing: Towards a bio-inspired Olfactory Perception System Kevin Max Larissa Sames Shimeng Ye Jan Steinkühler Federico Corradi 27 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 46 0 0 13 Apr 2025
PETNet -- Coincident Particle Event Detection using Spiking Neural Networks Jan Debus Charlotte Debus Günther Dissertori Markus Gotz 31 0 0 09 Apr 2025
Efficient Deployment of Spiking Neural Networks on SpiNNaker2 for DVS Gesture Recognition Using Neuromorphic Intermediate Representation Sirine Arfa Bernhard Vogginger Chen Liu Johannes Partzsch Mark Schöne Christian Mayr 24 0 0 09 Apr 2025
SPACE: SPike-Aware Consistency Enhancement for Test-Time Adaptation in Spiking Neural Networks Xinyu Luo Kecheng Chen P. Sun Chris Xing Tian Arindam Basu Haoliang Li TTA 76 0 0 03 Apr 2025
A 71.2- $μ$ W Speech Recognition Accelerator with Recurrent Spiking Neural Network Chih-Chyau Yang Tian-Sheuan Chang 60 1 0 27 Mar 2025
Underwater Image Enhancement by Convolutional Spiking Neural Networks Vidya Sudevan F. Zayer Rizwana Kausar S. Javed Hamad Karki G. D. Masi Jorge Dias 71 1 0 26 Mar 2025
Comparative Study of Spike Encoding Methods for Environmental Sound Classification Andres Larroza Javier Naranjo-Alcazar Vicent Ortiz Castelló P. Zuccarello 46 0 0 14 Mar 2025
Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition Yuqi Ding Elisa Donati Haobo Li Hadi Heidari 41 0 0 10 Mar 2025
Temporal Separation with Entropy Regularization for Knowledge Distillation in Spiking Neural Networks Kairong Yu Chengting Yu Tianqing Zhang Xiaochen Zhao Shu Yang Hongwei Wang Qiang Zhang Qi Xu 66 3 0 05 Mar 2025
Sustainable AI: Mathematical Foundations of Spiking Neural Networks Adalbert Fono Manjot Singh Ernesto Araya P. Petersen Holger Boche Gitta Kutyniok 39 0 0 03 Mar 2025
NeuroMorse: A Temporally Structured Dataset For Neuromorphic Computing Ben Walters Y. Bethi Taylor Kergan Binh Nguyen A. Amirsoleimani Jason Eshraghian Saeed Afshar M. R. Azghadi 33 0 0 28 Feb 2025
On the Privacy-Preserving Properties of Spiking Neural Networks with Unique Surrogate Gradients and Quantization Levels Ayana Moshruba Shay Snyder Hamed Poursiami Maryam Parsa AAML 71 2 0 25 Feb 2025
Event Vision Sensor: A Review Xinyue Qin Junlin Zhang Wenzhong Bao Chun Lin Honglei Chen 72 0 0 10 Feb 2025
DRiVE: Dynamic Recognition in VEhicles using snnTorch Heerak Vora Param Pathak Parul Bakaraniya 36 0 0 04 Feb 2025
TESS: A Scalable Temporally and Spatially Local Learning Rule for Spiking Neural Networks M. Apolinario Kaushik Roy Charlotte Frenkel 104 0 0 03 Feb 2025
Brain-Inspired Decentralized Satellite Learning in Space Computing Power Networks Peng Yang Ting Wang Haibin Cai Yuanming Shi Chunxiao Jiang Linling Kuang 31 0 0 28 Jan 2025
A Truly Sparse and General Implementation of Gradient-Based Synaptic Plasticity Jamie Lohoff Anil Kaya Florian Assmuth Emre Neftci 40 0 0 20 Jan 2025
Neuromorphic Optical Tracking and Imaging of Randomly Moving Targets through Strongly Scattering Media Ning Zhang Timothy Shea A. Nurmikko 31 0 0 08 Jan 2025
Spiking monocular event based 6D pose estimation for space application Jonathan Courtois Benoit Miramond Alain Pegatoquet 33 0 0 06 Jan 2025
Contemporary implementations of spiking bio-inspired neural networks Andrey E. Schegolev Marina V. Bastrakova Michael A. Sergeev Anastasia A. Maksimovskaya Nikolay V. Klenov Igor I. Soloviev 38 1 0 23 Dec 2024
Evaluation of Bio-Inspired Models under Different Learning Settings For Energy Efficiency in Network Traffic Prediction Theodoros Tsiolakis Nikolaos Pavlidis V. Perifanis P. Efraimidis 36 0 0 23 Dec 2024
FSTA-SNN:Frequency-based Spatial-Temporal Attention Module for Spiking Neural Networks Kairong Yu Tianqing Zhang Hongwei Wang Qi Xu 36 2 0 15 Dec 2024
Hybrid variable spiking graph neural networks for energy-efficient scientific machine learning Isha Jain Shailesh Garg Shaurya Shriyam Souvik Chakraborty GNN 73 0 0 12 Dec 2024
Deep-Unrolling Multidimensional Harmonic Retrieval Algorithms on Neuromorphic Hardware Vlad-Costin Andrei Alexandru P. Drăguţoiu Gabriel Béna Mahmoud Akl Yin Li Matthias Lohrmann U. Mönich Holger Boche 66 0 0 05 Dec 2024
Scaling Spike-driven Transformer with Efficient Spike Firing Approximation Training Man Yao Xuerui Qiu Tianxiang Hu J. Hu Yuhong Chou Keyu Tian Jianxing Liao Luziwei Leng Bo Xu Guoqi Li 76 6 0 25 Nov 2024
Temporal and Spatial Reservoir Ensembling Techniques for Liquid State Machines Anmol Biswas Sharvari Ashok Medhe Raghav Singhal U. Ganguly 63 0 0 18 Nov 2024
STOP: Spatiotemporal Orthogonal Propagation for Weight-Threshold-Leakage Synergistic Training of Deep Spiking Neural Networks Haoran Gao Xichuan Zhou Yingcheng Lin Min Tian Liyuan Liu Cong Shi 36 0 0 17 Nov 2024
Spike Talk in Power Electronic Grids -- Leveraging Post Moore's Computing Laws Yubo Song Subham S. Sahoo 23 1 0 12 Nov 2024
Flashy Backdoor: Real-world Environment Backdoor Attack on SNNs with DVS Cameras Roberto Riaño Gorka Abad S. Picek A. Urbieta AAML 36 0 0 05 Nov 2024
Neuronal Competition Groups with Supervised STDP for Spike-Based Classification Gaspard Goupy Pierre Tirilly Ioan Marius Bilasco 29 0 0 22 Oct 2024
Neuromorphic Programming: Emerging Directions for Brain-Inspired Hardware Steven Abreu Jens Egholm Pedersen 21 0 0 15 Oct 2024
Reducing Data Bottlenecks in Distributed, Heterogeneous Neural Networks Ruhai Lin Rui-Jie Zhu Jason Eshraghian 43 1 0 12 Oct 2024
MC-QDSNN: Quantized Deep evolutionary SNN with Multi-Dendritic Compartment Neurons for Stress Detection using Physiological Signals Ajay B. S. Phani Pavan K Madhav Rao 16 0 0 07 Oct 2024
SPikE-SSM: A Sparse, Precise, and Efficient Spiking State Space Model for Long Sequences Learning Yan Zhong Ruoyu Zhao Chao Wang Qinghai Guo Jianguo Zhang Zhichao Lu Luziwei Leng 44 2 0 07 Oct 2024
Deep activity propagation via weight initialization in spiking neural networks Aurora Micheli O. Booij J. C. V. Gemert Nergis Tömen 28 0 0 01 Oct 2024
PPLNs: Parametric Piecewise Linear Networks for Event-Based Temporal Modeling and Beyond Chen Song Zhenxiao Liang Bo Sun Qixing Huang 21 0 0 29 Sep 2024
Spatial embedding promotes a specific form of modularity with low entropy and heterogeneous spectral dynamics Cornelia Sheeran Andrew S. Ham D. Astle Jascha Achterberg Danyal Akarca 21 1 0 26 Sep 2024
Data Poisoning-based Backdoor Attack Framework against Supervised Learning Rules of Spiking Neural Networks Lingxin Jin Meiyu Lin Wei Jiang Jinyu Zhan AAML SILM 21 2 0 24 Sep 2024
Bio-Inspired Mamba: Temporal Locality and Bioplausible Learning in Selective State Space Models Jiahao Qin Mamba AI4CE 25 1 0 17 Sep 2024
Slug Mobile: Test-Bench for RL Testing Jonathan Wellington Morris Vishrut Shah Alex Besanceney Daksh Shah Leilani H. Gilpin 22 0 0 31 Aug 2024
A compact neuromorphic system for ultra energy-efficient, on-device robot localization Adam D. Hines Michael Milford Tobias Fischer 33 0 0 29 Aug 2024