Spiking Neural Networks

Also known as SNN

Ask about this topic

Momentum

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

Jul 13Week of Sep 28
View on map

Latest papers 206

All topics
CardsList

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

    Sep 12, 2026Varun Manjunath, Pranav Ramesh, Gopalakrishnan SrinivasanEfficient Neural Network InferenceAI Accelerator Inference

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

  2. A Time-Based Readout for Vector-Matrix Multiplication in Fully Analog Memristive SNNs

    Sep 12, 2026Elia Mateu-Barriendos, Álvaro Gómez-Pau, Josep Rius +3Efficient Neural Network InferenceCompute-in-Memory

    Universitat Polit`ecnica de Catalunya - BarcelonaTech (UPC)

  3. Polyhedral Geometry of Time-to-First-Spike Neural Networks

    Sep 11, 2026Manjot Singh, Guido Montúfar, Gitta KutyniokSpiking Neural NetworksFeedforward Neural Networks

    Department of Mathematics, Ludwig-Maximilians-Universität München · Munich Center for Machine Learning · Departments of Mathematics and Statistics & Data Science, University of California, Los Angeles +2

  4. SCINTILLA-SNN: A Spiking Multi-Scale Selective Aggregation Network for Perineural Invasion Prediction

    Sep 11, 2026Youngung Han, Yului Jeong, Kyeonghun Kim +11Multi-Scale Feature FusionSpiking Neural Networks

    Seoul National University, Seoul, Republic of Korea · OUTTA, Seoul, Republic of Korea · Kyung Hee University, Seoul, Republic of Korea +2

  5. A Bio-Plausible Visual Neural Network for Locust-Inspired Collision Perception

    Sep 9, 2026Qinbing Fu, Jiani Li, Jiajun Huang +1Visual NeuroscienceSpiking Neural Networks

    School of Mathematics and Information Science, Guangzhou University, China

  6. Robust Industrial Cyber Physical Classification Using Neuromorphic Temporal Embeddings and Hybrid SNN XGBoost Under Machine Unlearning Attacks

    Sep 9, 2026Ammar Kamoona, Sajad Koushkbaghi, Mahdi Jalili +2Cyber-Physical SystemsNetwork Intrusion Detection

    Powercor, Melbourne, VIC, Australia

  7. Real-Time Neuromorphic Spectrum Intelligence Simulator

    Sep 1, 2026Navaneetha Krishnan KamalakannanNeural Network RobustnessSpiking Neural Networks

    SIMATS Engineering Saveetha University

  8. Conjoint Audio-to-Spikes Encoding and Processing for Efficient Neuromorphic Speech Recognition

    Aug 31, 2026Valentin M. Meunier, Amélie Gruel, Pierre Lewden +2Automatic Speech RecognitionSpiking Neural Networks

    1Labo. de l’Int´egration du Mat´eriau au Syst`eme, Univ. Bordeaux, Bordeaux INP, CNRS- F-33400 Talence, France

  9. Towards an Expressivity-Normalized Energy-Demand Comparison of ANNs and SNNs

    Aug 30, 2026Miriam Kranzlmüller, Pascal Esser, Gitta KutyniokEfficient Neural Network InferenceReLU Neural Networks

    Department of Mathematics LMU Munich, Germany · *Munich Center for Machine Learning (MCML) · †Department of Physics and Technology, University of Tromsø, Norway, DLR-German Aerospace Center, Germany

  10. Lapis: Laplacian Spiking Attention via First-Spike Timing and Membrane Leakage

    Aug 12, 2026Kaiwen Tang, Jiaqi Zheng, Zixuan Zhu +3Spiking TransformersEfficient Attention

    School of Computing, National University of Singapore · 2Sea AI Lab · 4Shanghai Advanced Research Institute, Chinese Academy of Sciences +2

  11. Rethinking Attention Locality in Spiking Transformers

    Aug 9, 2026Zeqi Zheng, Zizheng Zhu, Yuping Yan +3Spiking TransformersSpiking Neural Networks

    1Zhejiang University · 2Westlake University · 3Peking University

  12. SuperNeuroMAT: An Efficient Matrix-based Simulator for Spiking Neural Networks

    Aug 9, 2026Prasanna Date, Kevin Zhu, Shruti Kulkarni +12Spiking Neural NetworksNeuromorphic Computing

    Oak Ridge National Laboratory, Oak Ridge, 37830, Tennessee, United States. · George Mason University, Fairfax, 22030, Virginia, United States. · University of Tennessee, Knoxville, Knoxville, 37996, Tennessee, United States. +1

  13. The Neural Division of Labor: Biologically-Inspired Modular Architectures for Robust Neuromorphic Computing

    Aug 8, 2026Maksim Bazhenov, Serafim Grubas, Vakhtang PutkaradzeEfficient Neural Network InferenceNeural Network Interpretability

    Department of Medicine, University of California San Diego, La Jolla, CA 92093, USA · Department of Physics, University of Alberta, Edmonton, AB T6G 2G1, Canada · Department of Mathematical and Statistical Sciences, University of Alberta, Edmonton, AB T6G 2G1, Canada +1

  14. Phase State Space Models: Parallel, Surrogate-Free Training of Spiking Networks

    Aug 7, 2026Wilkie Olin-AmmentorpSpiking Neural NetworksState Space Models

    Argonne National Laboratory, Lemont, Illinois, USA

  15. SpikeWorld: Fast-State Adaptation for Frozen Spiking World Models

    Aug 7, 2026Ziqiao YuTest-Time AdaptationWorld Model Learning

    DiDi International Business Group

  16. PTQ4SNN: Membrane-Aware Post-Training Quantization for Spiking Neural Networks

    Aug 7, 2026Hui Xie, Tong Shi, Haotong Qin +3Mixed-Precision Quantization4-Bit Quantization

    State Key Laboratory of Complex & Critical Software Environment, Beihang University · School of Artificial Intelligence, Beihang University · Center for Project-Based Learning, D-ITET, ETH Zurich +2

  17. HazeSpikeMamba: Coupling Spiking-Inspired and State-Space Features for Self-Supervised Real-World Dehazing

    Aug 7, 2026Haoran Liu, Huibin Li, Mingzhe Liu +2Unsupervised Domain AdaptationSpiking Neural Networks

    School of Artificial Intelligence and Electronic Engineering, Sichuan Technology and Business University, Chengdu 611745, China · Chengdu University of Technology, College of Nuclear Technology and Automation Engineering, Chengdu 610059, China · Sigray, Inc., Concord, CA 94520, USA

  18. SpikingNav: Robust Embodied Navigation with Spiking Neural Policies

    Aug 5, 2026Jiahong Zhang, Sijun Shen, Dehua Wu +5Embodied NavigationSpiking Neural Networks

    Institute of Automation, Chinese Academy of Sciences, Beijing 100045, China · School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing 100049, China · State Key Laboratory of Media Convergence and Communication, Communication University of China, Beijing 100024, China +2

  19. AS-FedBridge: Pseudo-Spike Bridge Distillation for Heterogeneous ANN-SNN Federated Learning

    Aug 4, 2026Shengyang Li, Yiting Dong, Liuyang Song +5Spiking Neural NetworksCross-Architecture Knowledge Distillation

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

  20. SpikeRestormer: Towards Energy-Efficient All-in-One Image Restoration via Unified Event Reasoning

    Aug 3, 2026Shengkai Hu, Jie Shao, Jiaqi Ma +5Efficient Neural Network InferenceAll-in-One Image Restoration

    School of Information Engineering, Zhongnan University of Economics and Law, Wuhan, China · Mohamed bin Zayed University of Artificial Intelligence, Abu Dhabi, United Arab Emirates · School of Computer Science, Wuhan University, Wuhan, China +1

  21. Spike-HTR: Spiking Neural Transformer for Handwritten Text Recognition

    Aug 3, 2026Xiubo Liang, Jinxing Han, Yuke Li +3Efficient Neural Network InferenceSpiking Transformers

    School of Software Technology, Zhejiang University, Ningbo, China

  22. SMM Transformer: Leveraging Spiking Neural Networks for Multimodal Tasks

    Aug 3, 2026Xiubo Liang, Jinxing Han, Yuke Li +3Spiking TransformersSpiking Neural Networks

    School of Software Technology, Zhejiang University, Ningbo, China · NetEase Yidun AI Lab, Hangzhou, China

  23. Breaking Diversity Collapse in Spiking Pseudo-Ensembles for Efficient OOD Detection in Remote Sensing

    Aug 2, 2026Srinivas Anumasa, Rushi Shah, Qiran Zou +1Efficient Neural Network InferenceEnsemble Learning

    National University of Singapore

  24. Parameter-Efficient Fine-Tuning for Spiking Point Cloud Models

    Jul 31, 2026Zihao Guo, Jihua Zhu, Yiding Sun +2Point Cloud LearningSpiking Neural Networks

    Xi’an Jiaotong University · Nanyang Technological University

  25. Temporal Poisoning: Clean-Label Backdoors via Event Redistribution in SNNs

    Jul 30, 2026Roberto Riaño, Gorka Abad, Stjepan Picek +1Backdoor AttacksBackdoor Detection

    Radboud University, The Netherlands · Ikerlan Research Centre, Spain · University of Bergen, Norway +1

  26. Driving up Inference Energy on SNNs: Per-Sample and Universal Sponge Attacks

    Jul 30, 2026Spyridon Raptis, Haralampos-G. StratigopoulosAdversarial AttacksSpiking Neural Networks

    Sorbonne Universit´e, CNRS, LIP6, Paris, France

  27. Sequence-SOD: Bio-inspired Sequence-aware Spiking ObjectDetection for Event Cameras

    Jul 29, 2026Katharina Bendig, René Schuster, Didier StrickerSpiking Neural NetworksEvent-Based Object Detection

    RPTU – Technical University Kaiserslautern-Landau, Gottlieb-Daimler-Straße 47, Kaiserslautern 67663, Germany · DFKI – German Research Center for Artificial Intelligence, Trippstadter Str. 122, Kaiserslautern 67663, Germany

  28. The Sparsity Ceiling: Where Spiking Networks Can and Cannot Trade Activity for Energy

    Jul 29, 2026Zeyu WangEfficient Neural Network InferenceSpiking Transformers

    Georgia Institute of Technology

  29. The SpiNNaker2 chip: a many-core platform for flexible and scalable brain-inspired computing

    Jul 27, 2026Stefan Scholze, Johannes Partzsch, Sebastian Höppner +27Energy-Efficient MLSpiking Neural Networks

    Chair of Highly-Parallel VLSI-Systems and Neuro-Microelectronics, Technische Universität Dresden, Germany · Centre for Tactile Internet with Human-in-the-loop (CeTI) · Advanced Processor Technologies Group, Department of Computer Science, University of Manchester, UK +2

  30. Current Injection Spiking Neural Network for Infrared and Visible Image Fusion

    Jul 22, 2026Rui Zhao, Zhuoyuan Li, Wenrui Li +4Efficient Neural Network InferenceMulti-Source Image Fusion