Spiking Neural Networks

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Twelve weeks of publication activity for this topic as it is defined today.

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Neuromorphic HardwareBinary SpikesSynaptic PlasticitySpike-Timing-Dependent Plasticity

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Period ending 2026-09-21

2 new papers

A weekly snapshot of new work published in Spiking Neural Networks.

Period ending 2026-09-14

4 new papers

A weekly snapshot of new work published in Spiking Neural Networks.

122 papers

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  1. Spiking Neural Network Predicting Sequence of the External Worlds States in Model-Based Reinforcement Learning

    Sep 23, 2026Mikhail KiselevSpiking Neural Networks

  2. Event-Native Symbolic-Temporal Spike Encoding Framework for Heterogeneous Cyber Streams

    Sep 14, 2026Dalton Diez, Peyton Andras, Max Shroyer +1Spiking Neural NetworksBinary Spikes

  3. A Memristive Synapse for Online STDP Learning and Inference in SNNs

    Sep 14, 2026Elia Mateu-Barriendos, Álvaro Gómez-Pau, Daniel Arumí +2Spike-Timing-Dependent PlasticitySynaptic Plasticity

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

    Sep 12, 2026Varun Manjunath, Pranav Ramesh, Gopalakrishnan SrinivasanSparse Deep Neural Network AcceleratorsSpiking Neural Networks

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

    Sep 12, 2026Elia Mateu-Barriendos, Álvaro Gómez-Pau, Josep Rius +3Resistive Random Access MemorySpiking Neural Networks

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

    Sep 11, 2026Youngung Han, Yului Jeong, Kyeonghun Kim +11Spiking Neural NetworksCholangiocarcinoma

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

    Sep 11, 2026Manjot Singh, Guido Montúfar, Gitta KutyniokSpiking Neural NetworksBinary Spikes

  8. 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 +2Attack DetectionCyber-Physical System

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

    Aug 30, 2026Miriam Kranzlmüller, Pascal Esser, Gitta KutyniokSpiking Neural NetworksSparsity

  10. Predictive Allostatic Organization in Recurrent and Spiking Agents Under Partial Observability

    Aug 11, 2026Frederick HayesPredictive CodingPartial Observability

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

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

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

    Aug 8, 2026Maksim Bazhenov, Serafim Grubas, Vakhtang PutkaradzeSpiking Neural NetworksNeuromorphic Hardware

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

    Aug 7, 2026Wilkie Olin-AmmentorpSpiking Neural NetworksRecurrent Neural Networks

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

    Aug 7, 2026Hui Xie, Tong Shi, Haotong Qin +3Spiking Neural NetworksWeight-Only Quantization

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

    Aug 7, 2026Haoran Liu, Huibin Li, Mingzhe Liu +2Single Image DehazingU-Net

  16. SpikingNav: Robust Embodied Navigation with Spiking Neural Policies

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

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

    Aug 4, 2026Shengyang Li, Yiting Dong, Liuyang Song +5Spiking Neural NetworksHeterogeneous Federated Learning

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

    Aug 3, 2026Shengkai Hu, Jie Shao, Jiaqi Ma +5Spiking Neural NetworksImage Restoration

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

    Aug 3, 2026Xiubo Liang, Jinxing Han, Yuke Li +3Handwritten Text RecognitionSpiking Neural Networks

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

    Aug 3, 2026Xiubo Liang, Jinxing Han, Yuke Li +3Spiking Neural NetworksMultimodal Transformers

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

    Aug 2, 2026Srinivas Anumasa, Rushi Shah, Qiran Zou +1Spiking Neural NetworksOut-Of-Distribution Detection

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

    Jul 31, 2026Zihao Guo, Jihua Zhu, Yiding Sun +2Spiking Neural NetworksBinary Spikes

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

    Jul 30, 2026Roberto Riaño, Gorka Abad, Stjepan Picek +1Spiking Neural NetworksBackdoor Attacks

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

    Jul 30, 2026Spyridon Raptis, Haralampos-G. StratigopoulosSpiking Neural NetworksBinary Spikes

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

    Jul 29, 2026Zeyu WangSpiking Neural NetworksNeuromorphic Hardware

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

    Jul 22, 2026Rui Zhao, Zhuoyuan Li, Wenrui Li +4Visible Image FusionInfrared-Visible Image Fusion

  27. Spiking Neural Networks for fMRI-Based Visual Semantic Decoding

    Jul 21, 2026Jiahong Zhang, Jinning Zhao, Sijun Shen +3Spiking Neural NetworksBrain Magnetic Resonance Imaging

  28. Scalable and Efficient Joint Spiking Embedding Predictive Architecture for Large-Scale Dynamic Graphs

    Jul 20, 2026Huizhe Zhang, Yuchang Zhu, Huazhen Zhong +2Spiking Neural NetworksSphere-Jepa

  29. Scalable Training of Continuous-Time Spiking Neural Networks with Differentiable Spike-Time Discretization

    Jul 16, 2026Yusuke Sakemi, Tomoya Takeuchi, Takeo Hosomi +1Spiking Neural NetworksSpike-Timing-Dependent Plasticity

  30. Visual Place Recognition Using Rate-Encoded Spiking Neural Networks with Discrete STDP Learning

    Jul 15, 2026Altzi Tsanko, Oikonomou Katerina Maria, Antonios GasteratosSpiking Neural NetworksSpike-Timing-Dependent Plasticity

  31. Efficient and Robust Spiking Neural Networks for sEMG-Based Muscle Fatigue Detection

    Jul 13, 2026Kaiwen Tang, Jiaqi Dong, Zhanglu Yan +1Spiking Neural NetworksSurface Electromyography

  32. A Hardware-Aware Open-Source Framework for Design Space Exploration of Mixed-Signal Spiking Neural Networks

    Jul 7, 2026Sayma Nowshin Chowdhury, Vineeta Nair, Taseen Forhad +3Spiking Neural NetworksNeuromorphic Hardware

  33. DBNN: Neural Spike Classification Using a Deep Binarized Neural Network

    Jul 6, 2026Binyi Ren, Luca M. Meyer, Majid ZamaniSpiking Neural NetworksBinary Spikes

  34. Burst Spiking Neural Networks

    Jul 5, 2026Jiahong Zhang, Sijun Shen, Man Yao +5Spiking Neural NetworksNeural Network

  35. EEG-Based Imagined Speech Decoding Using a Hybrid CNN-SNN Architecture

    Jul 4, 2026Fatima Shalhoub, Mariam Al Mawla, Kabalan Chaccour +2Brain-Computer InterfaceSpiking Neural Networks

  36. Dendritic In-Context Learning in a Single-Layer Spiking Neural Network

    Jul 2, 2026Juwei Shen, Yujie Wu, Changwen ChenSpiking Neural NetworksSynaptic Plasticity

  37. Electronic Bursting Neuron: design, equations and hardware implementation

    Jul 2, 2026Lev V. Takaishvili, Vladimir I. Ponomarenko, Maksim V. Kornilov +1Spiking Neural NetworksCircuits

  38. Intrinsically Stable Spiking Neural Networks: Overcoming the Performance Barrier in the Absence of Batch Normalization

    Jun 30, 2026Ruichen Ma, Xiaoyang Zhang, Jian Bai +5Spiking Neural NetworksNeuromorphic Hardware

  39. From Detecting Agency to Doing Work: Self-Caused Credit Builds a Durable Behavioral Self in a Minimal Spiking Agent

    Jun 29, 2026Haoliang HanCredit ScoringSelf-Evolving Agents

  40. Criticality-Constrained Iterative Pruning for Energy-Efficient Spiking Neural Networks via Combined Importance Scoring

    Jun 26, 2026Muhammad HamzaSpiking Neural NetworksNeuromorphic Hardware

  41. Neuromorphic Speech Enhancement with Dual-Branch Spiking Neural Networks

    Jun 22, 2026Taiyu Meng, Wenbin Jiang, Haoyi Zhang +2Spiking Neural NetworksSpeech Enhancement

  42. Soliton-like Waves in a Two-Dimensional Recurrent Spiking Neural Network with Weighted Spike-Timing-Dependent Plasticity

    Jun 19, 2026Ch. MeessenSpike-Timing-Dependent PlasticitySpiking Neural Networks

  43. Hybrid ANN-SNN Pipeline with Local Plasticity

    Jun 18, 2026Denis Larionov, Khairutin Shtanchaev, Mikhail Kiselev +2Spiking Neural NetworksBinary Spikes

  44. Adaptive Speech-to-Spike Encoding for Spiking Neural Networks

    Jun 17, 2026Taharim Rahman Anon, Jakaria Islam EmonSpiking Neural NetworksSpeech Encoder

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

    Jun 17, 2026Guillermo Rojas, Gonzalo Soto, Daniel YungeSpiking Neural NetworksRobust Fall Detection

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

    Jun 17, 2026Chen Zhao, Xiantao Hu, Song Wu +5Spiking Neural NetworksDiscrete Wavelet Transform

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

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

  48. A Neuromorphic Trigger for Efficient Audio Event Detection

    Jun 16, 2026Benjamin Hatton, Oliver Rhodes, Luca PeresNeuromorphic HardwareSpiking Neural Networks

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

    Jun 14, 2026Zinan Liu, Eric Zheng, Soumyaratna Debnath +3Spiking Neural NetworksBinary Spikes

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

    Jun 12, 2026Guangzhi TangSpiking Neural NetworksBrain-Computer Interface

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

    Jun 12, 2026Dimitrios Sekertzis, Giorgos DimitrakopoulosSpiking Neural NetworksField-Programmable Gate Arrays

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

    Jun 12, 2026Nikan Zandian Jazi, Elisabetta De Maria, Christopher LeturcSpiking Neural NetworksNeural Network Verification

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

    Jun 12, 2026Catherine Rodriquez, James GhawalySpiking Neural NetworksCo-Evolution

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

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

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

    Jun 11, 2026Ali Alipour Fereidani, Mohammad Rasoul Roshanshah, Saeed SafariSpiking Neural NetworksNeuromorphic Hardware

  56. 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 NetworksSynaptic Plasticity

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

    Jun 11, 2026Zhanglu Yan, Jiayi Mao, Kaiwen Tang +6Spiking Neural NetworksBinary Spikes

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

    Jun 11, 2026Xinrui He, Qiyu Kang, Xuhao Li +1Spiking Neural NetworksBinary Spikes

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

    Jun 10, 2026Claas Beger, Florian Walter, Alois KnollSpiking Neural NetworksTransformer Encoder

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

    Jun 9, 2026Lea Steffen, Kathryn Simone, Graeme Damberger +3Neural ControlSpiking Neural Networks