Neuromorphic Hardware

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Period ending 2026-09-21

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  1. Neuromorphic Object Detection: An In-Depth Study and Future Directions

    Jul 26, 2026Jianing Li, Dianze Li, Arren Glover +5Object DetectionNeuromorphic Hardware

  2. Self-organizing Architecture of Receptron Units: a Hardware-Aware Framework for Edge Intelligence

    Jul 22, 2026Stefano Radice, Ludovico Casaccia, Riccaro Emanuele Beccalli +2Neuromorphic HardwareHeterogeneous Edge Devices

  3. 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

  4. SpikingMOT: A Spike-Driven Multi-Object Tracker

    Jul 22, 2026Yiding Sun, Xiangyang Yang, Dongxu Zhang +7Multi-Object TrackingBinary Spikes

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

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

  6. Conditioned Direct Feedback Alignment via Activity and Error Geometry

    Jul 20, 2026Houman Safaai, Varun Reddy, Bernardo L. SabatiniBackpropagationSynaptic Plasticity

  7. 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

  8. Robust PnP on a Neuromorphic Processor for Object Pose Estimation

    Jul 18, 2026Tam Ngoc-Bang Nguyen, Mohsi Jawaid, Tat-Jun ChinCategory-Level Object Pose EstimationNeuromorphic Hardware

  9. Mapping Order in Semicrystalline Polymers using Machine Learning of Nanobeam Electron Diffraction

    Jul 18, 2026Nicholas Marchese, Arthur R. C. McCray, Yael Tsarfati +4Cryo-Electron MicroscopyTransmission Electron Microscopy

  10. 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

  11. 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

  12. A 32-channel event-based bio-signal analog front-end with adaptive delta and pulse frequency encoding

    Jul 14, 2026Narayanan Shyam, Saptarshi Ghosh, Giacomo IndiveriNeuromorphic HardwareMultimodal Physiological Signals

  13. Human-AI Agent Interaction as a Neuroplastic Training Environment

    Jul 14, 2026Eranga Bandara, Ross Gore, Asanga Gunaratna +17Synaptic PlasticityContrast

  14. Structured Fluctuations and the Information Dynamics of Self-Maintenance in Growing Neural Cellular Automata

    Jul 14, 2026Atsushi Masumori, Hiroki Sato, Takashi IkegamiNeural Cellular AutomataSelf-Organization

  15. SpikeDS: Dual Sparsity Spikformer for Perineural Invasion Prediction in 3D MRI

    Jul 13, 2026Induk Um, Youngung Han, Kyeonghun Kim +14Binary SpikesSparsity

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

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

  17. Demixing Sparse Signals from Nonlinear Observations using Generalized Non-convex Regularization

    Jul 12, 2026Raziyeh TakbiriSparse RecoveryRegularization Techniques

  18. Dynamic neural manifolds for flexible closed-loop control on neuromorphic hardware

    Jul 8, 2026Oskar von Seeler, Christian Tetzlaff, Andrew LehrNeuromorphic HardwareNeural Control

  19. Intrinsic-Noise Consolidation: A Doob-Barrier-Conditioned Diffusion Turns Analog Device Noise into a Continual-Learning Resource

    Jul 8, 2026Gunner Levi HoweSynaptic PlasticityAnalog

  20. 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

  21. Cross-Trajectory Chimera Interventions Reveal Dissociable Roles of Weight Magnitude and Direction in Grokking

    Jul 7, 2026Truong Xuan KhanhSynaptic PlasticityTrainability

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

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

  23. GelNeuro: A Sensing-Computing Integrated Neuromorphic Tactile System for Texture Recognition

    Jul 6, 2026Luoyang Bian, Xinpan Meng, Zhenghua Ma +2Tactile PerceptionNeuromorphic Hardware

  24. Efficient Perception in Automotive Detection and Tracking Using Neuromorphic Computing

    Jul 6, 2026Manish Kolachalam, Rani MalhotraNeuromorphic HardwareRobust Vehicle Recognition

  25. EEG-SpikeAgent: Agentic Closed-Loop Program Synthesis for Automated EEG Spike Detection

    Jul 6, 2026Sonali Santhosh, Kelly Shuhong Yu, Eugene Chang +3Interictal Epileptiform DischargesBinary Spikes

  26. Neuromorphic Silicon Neuron Controller for Adaptive Deep Brain Stimulation in Parkinson's Disease

    Jul 5, 2026Md Abu Bakr Siddique, Jakub Orłowski, Yan Zhang +1Neuromorphic HardwareBrain-Computer Interface

  27. Burst Spiking Neural Networks

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

  28. 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

  29. Rank-Order N-of-M Codes for Sparse Distributed Memory: Disentangling Representation and Learning Effects in Noise Robustness Against Contemporary Neuromorphic Architectures

    Jul 3, 2026Joy BoseNeuromorphic Hardware

  30. A Spiking Sequence Generator for Polar Trajectories on Neuromorphic Hardware

    Jul 2, 2026William R. P. Nourse, Roger D. QuinnNeuromorphic HardwareNeural Control

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

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

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

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

  33. Towards transferable lightweight neuromorphic computing through a model-free temporal-switch framework

    Jul 1, 2026Zefeng Zhang, Chao Li, Siyao Chen +5Neuromorphic HardwareTransfer Learning

  34. Self-Organized Learning in Oscillatory Neural Networks with Memristive Signed Couplings

    Jul 1, 2026Riley Acker, Aman Desai, Garrett Kenyon +1Neuromorphic HardwareResistive Random Access Memory

  35. Creating Intelligence: A Computational Foundation for AGI

    Jun 30, 2026Peter OvermannDense Associative MemoryNeuromorphic Hardware

  36. SpikeLogBERT: Energy-Efficient Log Parsing Using Spiking Transformer Networks

    Jun 30, 2026Thuan Bui, Duong Do, Tung Vu +2Energy-EfficientBinary Spikes

  37. 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

  38. 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

  39. Unified Complex-valued Neural Network: A Magnitude-Phase Computational Model for Event-Driven Neuromorphic Learning

    Jun 27, 2026Reza Ahmadvand, Sarah Safura Sharif, Yaser Mike BanadNeuromorphic HardwareBinary Spikes

  40. Road to scalability for efficient graph search on massively parallel neuromorphic hardware

    Jun 27, 2026Oskar von Seeler, Elena C. Offenberg, Carlo Michaelis +4Neuromorphic HardwareShortest Paths

  41. Neuromorphic Energy-Aware Learning for Adaptive Deep Brain Stimulation

    Jun 26, 2026Binh Nguyen, Colleen Josephson, Mircea Teodorescu +2Neuromorphic HardwareEnergy-Efficient

  42. Heterogeneous synaptic motifs bridge microscale structure and macroscale nonlinear dynamics

    Jun 26, 2026Meiyi Zhang, Jinjian Yu, Louis Tao +1Brain Connectome ModalitySynaptic Plasticity

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

    Jun 26, 2026Muhammad HamzaSpiking Neural NetworksNeuromorphic Hardware

  44. SpikeVLA: Vision-Language-Action Models with Spiking Neural Networks

    Jun 26, 2026Ruiqi Song, Dujun Nie, Siyu Teng +7Vision-Language-Action ModelsReal-Time Inference

  45. DeLux: Cross-Modal Local Artifact Restoration in Video Using Neuromorphic Data

    Jun 25, 2026Bartosz Stachowiak, Dariusz BrzezinskiPhotorealistic Video RestorationMetal Artifact Reduction

  46. Stagnant Neuron: Towards Understanding the Plasticity Loss in Multi-Agent Reinforcement Learning Value Factorization Methods

    Jun 24, 2026Zhengzhu Liu, Zeming Gao, Haoyuan Qin +7Multi-Agent Reinforcement LearningPlasticity

  47. End-to-End Radar and Communication Modulation Recognition with Neuromorphic Computing

    Jun 23, 2026Xiaohu Li, Chongxiao Qu, Caiyong Lin +2Neuromorphic HardwareAutomatic Modulation Classification

  48. An Open-Source LFSR-Based Stochastic Leaky Integrate-and-Fire Neuron in SkyWater 130 nm: Design, Stochastic Characterisation, and Rate Coding

    Jun 22, 2026Poornima Kumaresan, Santhosh SivasubramaniNeuromorphic HardwareAnd Mixed-Signal Circuits

  49. Local Pheromone Network: Sparse Local Learning with Multi-Scale Synaptic Trails, Consolidation, and Replay

    Jun 22, 2026Xingcheng Fu, Xianjun Chen, Zhihao LiSynaptic PlasticitySingular Learning Theory

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

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

  51. Memory-Native Non-Terrestrial Networks for Embodied Intelligence

    Jun 22, 2026Chengyang Li, Yikun Wang, Jiahui He +6Mobile NetworksNeuromorphic Hardware

  52. Design and Development of a Neuromorphic Silicon Suite: PVT Sensing, Stochastic LIF Inference, On-Chip STDP Learning, and Crossbar Programming

    Jun 21, 2026Poornima Kumaresan, Santhosh SivasubramaniNeuromorphic HardwareResistive Random Access Memory

  53. Multi-Level Resistive Synapses for On-Chip Neural Networks: A Physics-Based Design of a Memristive Crossbar Fabric with Quasi-Continuous Conductance States

    Jun 21, 2026David Alejandro Trejo PizzoResistive Random Access MemoryNeuromorphic Hardware

  54. A Theory-grounded Hybrid Neural Network Integrating Complementary Estimation Mechanisms for Stable Visual Object TrackingA

    Jun 21, 2026Yancheng Zhou, Hanle Zheng, Lei Deng +1Multi-Object TrackingNeural Control

  55. 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

  56. Hybrid ANN-SNN Pipeline with Local Plasticity

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

  57. A Neuromorphic Reinforcement Learning Framework for Efficient Pathfinding in Robotic Mobile Fulfillment Systems

    Jun 18, 2026Junzhe Xu, Zecui Zeng, Lusong Li +2Neuromorphic HardwareSocial Robot Navigation

  58. Neural Events: Discrete Asynchronous Autoencoders for Event-Based Vision

    Jun 18, 2026Roberto Pellerito, Daniel Gehrig, Shintaro Shiba +1Event-Driven ComputationTemporal Deep Learning Framework

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

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

  60. SwitchBraidNet: Quantisation-Aware Lightweight Architecture for Hybrid Brain-Computer Interface

    Jun 17, 2026Gourav Siddhad, Yogesh Kumar MeenaBrain-Computer InterfaceNeuromorphic Hardware