Spiking Neural Networks

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30 papers in the last four weeks, up 650% on the four weeks before. 0.3% of all new papers.

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  1. Neuromorphic Graph Anomaly Detection via Adaptive STDP and Spiking Graph Neural Networks

    Apr 29, 2026Abdul Joseph Fofanah, Lian Wen, David Chen +2Graph Neural NetworksSpiking Neural Networks

    School of ICT, Griffith University, Australia

  2. QB-LIF: Learnable-Scale Quantized Burst Neurons for Efficient SNNs

    Apr 28, 2026Dewei Bai, Hongxiang Peng, Jiajun Mei +4Efficient Neural Network InferenceSpiking Neural Networks

  3. Vision SmolMamba: Spike-Guided Token Pruning for Energy-Efficient Spiking State-Space Vision Models

    Apr 28, 2026Dewei Bai, Hongxiang Peng, Yunyun Zeng +3Efficient Neural Network InferenceVisual SSMs

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 610054, China · College of Computer Science, Sichuan University, Chengdu 610065, China

  4. Generalization Bounds of Spiking Neural Networks via Rademacher Complexity

    Apr 26, 2026Shao-Qun Zhang, Zhi-Hua ZhouSpiking Neural NetworksStatistical Learning Theory

    National Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210063, China. · School of Intelligent Science and Technology, Nanjing University, Suzhou 215163, China. · School of Artificial Intelligence, Nanjing University, Nanjing 210063, China.

  5. A Multiplication-Free Spike-Time Learning Algorithm and its Efficient FPGA Implementation for On-Chip SNN Training

    Apr 25, 2026Maryam Mirsadeghi, Mojtaba Mirbagheri, Saeed Reza KheradpishehSpiking Neural NetworksEdge ML

    Maryam Mirsadeghi, Mojtaba Mirbagheri, Saeed Reza Kheradpisheh

  6. BSViT: A Burst Spiking Vision Transformer for Expressive and Efficient Visual Representation Learning

    Apr 25, 2026Hongxiang Peng, Dewei Bai, Hong QuSpiking TransformersEfficient ViTs

    School of Computer Science and Engineering, University of Electronic Science and Technology of China, Chengdu 610054, China

  7. SpikingBrain2.0: Brain-Inspired Foundation Models for Efficient Long-Context and Cross-Platform Inference

    Apr 24, 2026Yuqi Pan, Jinghao Zhuang, Yupeng Feng +16Long-Context Language Model InferenceSpiking Neural Networks

    Institute of Automation, Chinese Academy of Sciences · The Hong Kong Polytechnic University · Beijing Key Laboratory of Brain-Inspired General Intelligence Large Model +1

  8. When Spike Sparsity Does Not Translate to Deployed Cost: VS-WNO on Jetson Orin Nano

    Apr 18, 2026Jason Yoo, Shailesh Garg, Souvik Chakraborty +1Efficient Neural Network InferenceActivation Sparsity

    University of Illinois Urbana-Champaign Department of Nuclear, Plasma & Radiological Engineering Urbana, IL, USA · Indian Institute of Technology Delhi Department of Applied Mechanics New Delhi, India · National Center for Supercomputing Applications Urbana, IL, USA

  9. Neuroscience Inspired Graph Operators Towards Edge-Deployable Virtual Sensing for Irregular Geometries

    Apr 17, 2026William Howes, Farid Ahmed, Kazuma Kobayashi +2Edge ComputingSpiking Neural Networks

    Grainger College of Engineering, Nuclear, Plasma & Radiological Engineering Department, University of Illinois Urbana-Champaign, Urbana, IL, USA · Department of Applied Mechanics, Indian Institute of Technology Delhi, New Delhi, India · Yardi School of Artificial Intelligence, Indian Institute of Technology Delhi +1

  10. Combining Convolution and Delay Learning in Recurrent Spiking Neural Networks

    Apr 17, 2026Lúcio Folly Sanches Zebendo, Eleonora Cicciarella, Michele RossiConvolutional RNNsEfficient Neural Network Inference

    University of Padova, Department of Information Engineering · Department of Mathematics “Tullio Levi Civita” at the University of Padova, Italy

  11. Closing the Theory-Practice Gap in Spiking Transformers via Effective Dimension

    Apr 17, 2026Dongxin Guo, Jikun Wu, Siu Ming YiuSpiking TransformersTransformer Attention

    *The University of Hong Kong, Hong Kong, China · †Brain Investing Limited, Hong Kong, China

  12. Neuromorphic Parameter Estimation for Power Converter Health Monitoring Using Spiking Neural Networks

    Apr 17, 2026Hyeongmeen Baik, Hamed Poursiami, Maryam Parsa +1Parameter EstimationPredictive Maintenance

    University of Wisconsin–Madison Madison, Wisconsin, USA · George Mason University Fairfax, Virginia, USA

  13. Latency Coding for Efficient and Low-Latency Deep Spiking Neural Networks

    Mar 24, 2026Yi Lu, Jianhao Ding, Zhaofei YuEfficient Neural Network InferenceSpiking Neural Networks

    School of Software and Microelectronics, Peking University, Beijing, China · School of Computer Science, Peking University, Beijing, China · Institute for Artificial Intelligence and the School of Computer Science, Peking University, Beijing, China

  14. Equivalence of approximation by networks of single- and multi-spike neurons

    Mar 13, 2026Dominik Dold, Philipp Christian PetersenSpiking Neural NetworksNeural Network Approximation Theory

  15. Building Supervision into Hebbian Plasticity through Spike Agreement

    Jan 13, 2026Gouri Lakshmi S, Athira Chandrasekharan, Harshit Kumar +3Hebbian LearningSpiking Neural Networks

    Indian Institute of Science Education and Research Thiruvananthapuram, Vithura, Thiruvananthapuram, Kerala 695551, India

  16. ADSEQ: A delay-aware autograd-compatible framework for spike-event delivery in SNNs

    Dec 5, 2025Lennart P. L. Landsmeer, Amirreza Movahedin, Said Hamdioui +1Automatic DifferentiationSpiking Neural Networks

    Department of Computer Engineering, Delft University of Technology, Netherlands · NeuroComputingLab, Department of Neuroscience, Erasmus Medical Center, Netherlands

  17. NeuroFlex: Lossless Element-Level ANN-SNN Co-Execution for Efficient Sparse Inference

    Nov 7, 2025Varun Manjunath, Pranav Ramesh, Gopalakrishnan SrinivasanEfficient Neural Network InferenceSpiking Neural Networks

    Electrical Engineering Indian Institute of Technology Madras Chennai, India · Computer Science and Engineering Indian Institute of Technology Madras Chennai, India

  18. Local Timescale Gates for Timescale-Robust Continual Spiking Neural Networks

    Oct 13, 2025Devansh Deep, Ansh Tiwari, Ayush ChauhanSpiking Neural NetworksOnline Continual Learning

  19. Quantifying How Training Gradient Sparsity Affect Spiking Neural Network Accuracy And Robustness

    Sep 28, 2025Nhan Trong Luu, Duong Trung LuuNeural Network GeneralizationNeural Network Robustness

    College of Information and Communication Technology, Can Tho University, Vietnam · College of Engineering and Computer Science, VinUniversity, Hanoi, Vietnam · Center of Digital Transformation and Communication, Can Tho University, Vietnam

  20. Adaptive Time-step Training for Enhancing Spike-Based Neural Radiance Fields

    Jul 30, 2025Ranxi Lin, Canming Yao, Jiayi Li +3Efficient Neural Network InferenceNeural Rendering

    School of Information Science and Technology, ShanghaiTech University, Shanghai, China · Guangdong Institute of Intelligence Science and Technology, Zhuhai, China

  21. Efficient Memristive Spiking Neural Networks Architecture with Supervised In-Situ STDP Method

    Jul 28, 2025Santlal Prajapati, Susmita Sur-Kolay, Soumyadeep DuttaEfficient Neural Network InferenceSpiking Neural Networks

    Advanced Computing and Microelectronics Unit, Indian Statistical Institute, Kolkata 700108, India · Balasore Alloys Limited, Balgopalpur, Odisha 756020, India

  22. Stochastic Quantum Spiking Neural Networks with Quantum Memory and Local Learning

    Jun 26, 2025Jiechen Chen, Bipin Rajendran, Osvaldo SimeoneQuantum Machine LearningSpiking Neural Networks

    Department of Engineering, King’s College London, London, WC2R 2LS, UK · Institute for Intelligent Networked Systems, Northeastern University London, One Portsoken Street, London, E1 8PH, UK

  23. Sigma-Delta Neural Network Conversion on Loihi 2

    May 9, 2025Matthew Brehove, Sadia Anjum Tumpa, Espoir Kyubwa +2Efficient Neural Network InferenceSpiking Neural Networks

    ChromoLogic LLC Monrovia, California, USA · Pennsylvania State University University Park, Pennsylvania, USA

  24. Causal pieces: analysing and improving spiking neural networks piece by piece

    Apr 18, 2025Dominik Dold, Philipp Christian PetersenNeural Network InitializationSpiking Neural Networks

  25. Enabling Energy-Efficient Simultaneous Multi-Task Reinforcement Learning through Spiking Neural Networks with Active Dendrites for Bio-inspired Generalist Agents

    Dec 6, 2024Rachmad Vidya Wicaksana Putra, Avaneesh Devkota, Muhammad ShafiqueReinforcement LearningDeep Q-Learning

    eBRAIN Lab · New York University (NYU) Abu Dhabi

  26. A Gradient-based yet Spike-Timing-Dependent Solution to the Feedback Learning Problem in Neural Microcircuits

    Date pendingXiangnan Zhang, Jingxin Liu, Ranqi Lu +6Neural ProcessesTemporal Credit Assignment

    School of Future Technologies, Beijing Institute of Technology, Beijing, 100081, China. · Key Laboratory of Brain Health Intelligent Evaluation and Intervention (Beijing Institute of Technology), Ministry of Education, Beijing, 100081, China. · School of Medical Technology, Beijing Institute of Technology, Beijing, 100081, China. +5