Spiking Neural Networks

Also known as SNN

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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. Low-Cost Neuromorphic Fall Detection Using Synthetic Event Data and Hybrid SNNs

    Jun 17, 2026Guillermo Rojas, Gonzalo Soto, Daniel YungeEvent-Based VisionHuman Activity Recognition

    School of Electrical Engineering Pontificia Universidad Cat´olica de Valpara´ıso, Chile

  2. Spiking Pyramid Wavelet Transformation for High-efficient and Low-energy Image Restoration

    Jun 17, 2026Chen Zhao, Xiantao Hu, Song Wu +5Efficient Neural Network InferenceWavelet Methods

    School of Intelligence Science and Technology, Nanjing University, Suzhou, 215163, Jiangsu, China · PCA Lab, Key Lab of Intelligent Perception and Systems for High-Dimensional Information of Ministry of Education, School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, 210094, Jiangsu, China · China Mobile Institute, Beijing, 100032, China +1

  3. An Optimization Framework for Automated Assessment of Biological Plausibility of Spiking Neurons

    Jun 16, 2026Sven Nitzsche, Alexandru Ionita, Andreas Faust +2Spiking Neural NetworksNeuromorphic Computing

    FZI Research Center for Information Technology, Karlsruhe, Germany · AI Multimedia Lab, CAMPUS Research Institute, National University of Science and Technology Politehnica Bucharest, Romania · Karlsruhe Institute of Technology, Karlsruhe, Germany

  4. A Neuromorphic Trigger for Efficient Audio Event Detection

    Jun 16, 2026Benjamin Hatton, Oliver Rhodes, Luca PeresEfficient Neural Network InferenceSpiking Neural Networks

    ICNS, University of Manchester Manchester, UK

  5. VL2Spike: Spike-driven Distillation from VLMs for Low-Power Visual Perception in Embodied AI

    Jun 14, 2026Zinan Liu, Eric Zheng, Soumyaratna Debnath +3Cross-Modal Knowledge DistillationSpiking Transformers

    School of EEE, Nanyang Technological University (NTU), Singapore · Department of Computer Science, University of Toronto and Advanced Micro Devices, Inc., Canada · State Key Laboratory of Extreme Photonics and Instrumentation, Zhejiang University, Hangzhou 310027, China +1

  6. Test-Time Adaptation of Spiking Neural Networks for Intracortical Neural Decoding using Membrane Potential Alignment

    Jun 12, 2026Guangzhi TangTest-Time AdaptationBrain-Computer Interfaces

    Department of Advanced Computing Sciences, Maastricht University Maastricht, The Netherlands

  7. VQ4SNN: Vector Quantization for Memory-Efficient FPGA Spiking Neural Networks

    Jun 12, 2026Dimitrios Sekertzis, Giorgos DimitrakopoulosMemory-Efficient InferenceVector Quantization

    Integrated Circuits Lab, Electrical and Computer Engineering, Democritus University of Thrace (DUTH), Greece

  8. A Formal Tool for Verification of Probabilistic Spiking Neural Networks Based on Quotient Abstractions

    Jun 12, 2026Nikan Zandian Jazi, Elisabetta De Maria, Christopher LeturcNeural Network VerificationFormal Verification

    Université Côte d'Azur, CNRS, I3S, France

  9. Co-Evolved Spiking Neural Network Ensembles via Marginal Contribution Fitness

    Jun 12, 2026Catherine Rodriquez, James GhawalyEvolutionary OptimizationEnsemble Learning

    Louisiana State University Baton Rouge, Louisiana, USA

  10. SpikF-GO: Spiking Fourier Graph Operators for Multivariate Time Series Forecasting

    Jun 11, 2026Jafar Bakhshaliyev, Niels LandwehrMultivariate Time Series ForecastingGraph Neural Networks

    Data Science Group, University of Hildesheim, Hildesheim, Germany

  11. ReSCom: A Reconfigurable Spiking Neural Network Accelerator Using Stochastic Computing

    Jun 11, 2026Ali Alipour Fereidani, Mohammad Rasoul Roshanshah, Saeed SafariEfficient Neural Network InferenceEnergy-Efficient ML

    High-Performance Embedded Architecture Laboratory (HiPEAL) School of Electrical and Computer Engineering College of Engineering, University of Tehran Tehran, Iran · High-Performance Embedded Architecture Laboratory (HiPEAL) School of Electrical and Computer Engineering[cs.AR] College of Engineering, University of Tehran Tehran, Iran

  12. Adaptive-Frequency Resonate-and-Fire Neurons for Spectral Estimation of Streaming Radar Signals

    Jun 11, 2026Stefano Chiavazza, Sen Yuan, Marc Geilen +2Spiking Neural NetworksNeuromorphic Computing

    Electronic Systems, Eindhoven University of Technology, The Netherlands · MS3 Group, Delft University of Technology, The Netherlands

  13. SupraSNN: Exploiting Synapse-Level Parallelism in Spiking Neural Network Accelerators through Co-Optimized Mapping and Scheduling

    Jun 11, 2026Seyed Sadra Ghavami, Mohammad Hossein Nikkhah, Mohammad Rasoul Roshanshah +1Spiking Neural NetworksHardware-Software Co-Design

    High-Performance Embedded Architecture Laboratory (HiPEAL) School of Electrical and Computer Engineering College of Engineering, University of Tehran Tehran, Iran

  14. Otters++: A Time-to-first-spike Based Energy Efficient Optical Spiking Transformer

    Jun 11, 2026Zhanglu Yan, Jiayi Mao, Kaiwen Tang +6Efficient Transformer InferenceSpiking Transformers

    Department of Computer Science, National University of Singapore · School of Engineering, Westlake University · College of Computer Science and Technology, Zhejiang University +2

  15. LongSpike: Fractional Order Spiking State Space Models for Efficient Long Sequence Learning

    Jun 11, 2026Xinrui He, Qiyu Kang, Xuhao Li +1Long-Context ModelingSpiking Neural Networks

    Wuhan University · University of Science and Technology of China · Anhui University

  16. SpikeDecoder: Realizing the GPT Architecture with Spiking Neural Networks

    Jun 10, 2026Claas Beger, Florian Walter, Alois KnollEfficient Neural Network InferenceSpiking Transformers

    Chair of Robotics, Artificial Intelligence and Real-time Systems Technical University of Munich, Germany

  17. SpikeTAD: Spiking Neural Networks for End-to-End Temporal Action Detection

    Jun 10, 2026Min Yang, Mi Zhou, Limin WangEfficient Neural Network InferenceHuman Activity Recognition

    State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing, Jiangsu, China

  18. A Spiking Neural Architecture for Coordinating Arm and Locomotor Control

    Jun 9, 2026Lea Steffen, Kathryn Simone, Graeme Damberger +3Humanoid Robot LocomotionHumanoid Robot Control

    Centre for Theoretical Neuroscience Dept. of Systems Design Engineering University of Waterloo Waterloo, Canada · Applied Brain Research Waterloo, Canada · Dept. of Nanotechnology Engineering University of Waterloo Waterloo, Canada +1

  19. Spiking Neural Network inference on FPGAs with hls4ml

    Jun 8, 2026Barry M. DillonEfficient Neural Network InferenceSpiking Neural Networks

    ISRC, Ulster University, Derry, BT48 7JL, Northern Ireland

  20. SNN-MLIR: An MLIR Dialect for Compiling Neuromorphic SNNs from NIR to Bare-Metal C

    Jun 8, 2026Alejandro García Gener, Alvaro Rollón de PinedoSpiking Neural NetworksNeuromorphic Computing

    INTERA-Group, Barcelona, Spain

  21. ITP-STDP: A Hardware-Efficient Intrinsic-Timing Power-of-Two Synaptic Learning Engine for On-Chip SNNs

    Jun 4, 2026Haihang Xia, Xinyu Zhao, Xuecheng Wang +5Spiking Neural NetworksSpike-Timing-Dependent Plasticity

    School of Electrical and Electronic Engineering, The University of Sheffield, S1 3JD Sheffield, U.K. · Donghai Laboratory, Zhoushan 316021, China · Engineering Research Center of Oceanic Sensing Technologyand Equipment, Ministry of Education, Zhoushan 316021, China +1

  22. L-SDPPO: Policy Optimization of Spiking Diffusion Policy for Intra-vehicular Robotic Manipulation

    Jun 4, 2026Liwen Zhang, Dong Zhou, Guanghui Sun +4Space RoboticsRobotic RL

    Department of Control Science and Engineering, Harbin Institute of Technology, Harbin 150001, China · Department of Mechanical and Automation Engineering, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong SAR, China

  23. DBHN-Net: Dual-Branch Hybrid Neural Network For Low-Complexity Monaural Speech Enhancement

    Jun 4, 2026Cunhang Fan, Enrui Liu, Jing Zhou +6Efficient Neural Network InferenceSpeech Enhancement

    State Key Laboratory of Opto-Electronic Information Acquisition and Protection Technology, (School of Computer Science and Technology), Anhui University, Hefei, 230601, Anhui, P. R. China · China Telecom Artificial Intelligence Technology (Beijing) Co., Ltd · Institute of Acoustics, University of Chinese Academy of Sciences, Beijing 100190, China +1

  24. QDS-SNN: Energy-efficient Quantum Deeply-Supervised Spiking Neural Network Algorithm for Traffic Sign Recognition

    Jun 3, 2026Zhiguo Qu, Keqi Li, Le Sun +4Energy-Efficient MLAutonomous Driving Perception

    School of Computer Science, School of Software, Nanjing University of Information Science and Technology, Nanjing 210044, China · School of Information, Yunnan University of Finance and Economics, Kunming 650221, China · Qatar Center for Quantum Computing, College of Science and Engineering, Hamad Bin Khalifa University, Doha, Qatar +1

  25. Quadratic integrate-and-fire neurons exhibit less fragmented loss landscapes and outperform leaky integrate-and-fire neurons in spike-based gradient descent

    Jun 2, 2026Carlo Wenig, Raoul-Martin Memmesheimer, Christian KlosSpiking Neural Networks

    University of Bonn · University of Tübingen · University of Illinois Urbana-Champaign

  26. Signed Spiking Neuron Enabled by an Orthogonal-Easy-Axis Magnetic Tunnel Junction

    Jun 2, 2026Huannan Zheng, Jingli Liu, Kezhou YangSpiking Neural NetworksNeuromorphic Computing

    Function Hub, The Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 51000, China

  27. PrimeSVT: An Automated Memory-aware Pruning Framework with Prioritized Compression Policy for Spiking Vision Transformers

    Jun 2, 2026Rachmad Vidya Wicaksana Putra, Achyuta Muthuvelan, Alberto Marchisio +1Memory-Efficient InferenceSpiking Neural Networks

    eBRAIN Lab, Division of Engineering, New York University (NYU) Abu Dhabi, United Arab Emirates (UAE)

  28. PSViT: A Methodology for Structurally Pruning Spiking Vision Transformers

    Jun 2, 2026Rachmad Vidya Wicaksana Putra, Achyuta Muthuvelan, Alberto Marchisio +1Efficient ViTsSpiking Neural Networks

    eBRAIN Lab, Division of Engineering, New York University (NYU) Abu Dhabi, United Arab Emirates (UAE)

  29. Spike-Aware INT8 Execution for Spiking Language Models on Commodity CPUs

    Jun 2, 2026Ting LiuLLM QuantizationOn-Device Language Model Inference

    SymbolicLight Research Foshan, Guangdong, China

  30. The Value of Spike Timing: A Leakage-Resistant Benchmark of SNN Design Choices for Network Intrusion Detection

    May 31, 2026Raj Patel, Shaswata Mitra, David Amebley +3Data LeakageNetwork Intrusion Detection

    Department of Computer Science, The University of Alabama