Neuromorphic Hardware

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Spiking Neural NetworksBinary SpikesSynaptic Plasticity

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Period ending 2026-09-14

3 new papers

A weekly snapshot of new work published in Neuromorphic Hardware.

Period ending 2026-09-07

3 new papers

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136 papers

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  1. A Spatiotemporal Extension of the Neuromorphic DBSCAN Implementation

    Sep 15, 2026Charles P. Rizzo, James S. PlankNeuromorphic HardwareClustering

  2. Scaled Hippocampus-inspired Neural Networks on Neuromorphic Memristive Hardware

    Sep 14, 2026Joseph A. Kilgore, Jeffrey D. Kopsick, Zahin Ahmed +2Neuromorphic Hardware

  3. Fractional-order hardware for neuromorphic computing: Is the order really the problem?

    Sep 11, 2026Christof TeuscherNeuromorphic HardwareParallel Liquid-Inspired Temporal Relaxation

  4. SkNeXt enables topology-guided neuronal reconstruction from petabyte-scale microscopy data

    Sep 9, 2026Jiayi Ding, Hu ZhaoNeuroimaging ModelsNeuromorphic Hardware

  5. SymbolicLight V2: Hybrid Neuromorphic Architecture and Sparse Execution for Low-Energy Language Inference

    Sep 9, 2026Ting LiuField-Programmable Gate ArraysNeuromorphic Hardware

  6. Real-Time Neuromorphic Spectrum Intelligence Simulator

    Sep 1, 2026Navaneetha Krishnan KamalakannanNeuromorphic HardwareSynaptic Plasticity

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

    Aug 31, 2026Valentin M. Meunier, Amélie Gruel, Pierre Lewden +2Neuromorphic HardwareNeural Audio Codecs

  8. Event-Driven Language Models with Sparse Neural Activity for Neuromorphic Hardware

    Aug 31, 2026Simon Richter, Ruhai Lin, Jason Yik +4Dynamic Sparse AttentionNeuromorphic Hardware

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

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

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

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

  11. SpikingNav: Robust Embodied Navigation with Spiking Neural Policies

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

  12. Cooking beyond Frames: A Stereo Event Camera Dataset in the Kitchen

    Aug 5, 2026Chengming Feng, Hesam Araghi, Liming Zheng +4Human Activity RecognitionMonocular Videos

  13. MCHA: A Memory-Centric Hierarchical Architecture for Parallel-Sequential Computing

    Aug 5, 2026Daijing Shi, Hongxiao Zhao, Yihan Fu +7Parallel Decoding and TrainingNeuromorphic Hardware

  14. Understanding Fault Tolerance of Adversarially Robust Pruned Models

    Aug 4, 2026Manali Dangarikar, Cory MerkelAdversarial TransferabilityDeep Neural Network

  15. PLS-Calib: A Partial Least Squares Framework for Event Camera and Odometry Calibration under Ground Motion Constraints

    Aug 4, 2026Guangyu Li, Xiao Li, Yujie Wu +5Extrinsic CalibrationOdometry

  16. Event-Based Upper-Body Humanoid Teleoperation Under Challenging Illumination

    Jul 31, 2026Haoyu Fu, Zhou Ge, Chengze Li +4Motion CaptureTeleoperation

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

    Jul 31, 2026Zihao Guo, Jihua Zhu, Yiding Sun +2Spiking Neural NetworksNeuromorphic Hardware

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

    Jul 30, 2026Spyridon Raptis, Haralampos-G. StratigopoulosSpiking Neural NetworksNeuromorphic Hardware

  19. Nanoparticle Networks for Neuromorphic Computing

    Jul 30, 2026Jonas Mensing, Wilfred G. van der Wiel, Andreas HeuerNeuromorphic HardwareVram

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

    Jul 29, 2026Zeyu WangSpiking Neural NetworksNeuromorphic Hardware

  21. Reconstructing Backpropagation from Forward Fluctuations in Noise-modulated Neural Networks

    Jul 29, 2026Shuhei IkemotoBackpropagationNeuromorphic Hardware

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

    Jul 27, 2026Stefan Scholze, Johannes Partzsch, Sebastian Höppner +27Neuromorphic HardwareSingle-Inference Workloads

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

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

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

    Jul 22, 2026Stefano Radice, Ludovico Casaccia, Riccaro Emanuele Beccalli +2Neuromorphic HardwareMultilayer Perceptrons

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

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

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

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

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

    Jul 15, 2026Altzi Tsanko, Oikonomou Katerina Maria, Antonios GasteratosSpiking Neural NetworksNeuromorphic Hardware

  28. 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 HardwareAnd Mixed-Signal Circuits

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

    Jul 8, 2026Oskar von Seeler, Christian Tetzlaff, Andrew LehrNeural DynamicsNeuromorphic Hardware

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

    Jul 8, 2026Gunner Levi HoweSynaptic PlasticityAnalog

  31. 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

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

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

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

    Jul 6, 2026Manish Kolachalam, Rani MalhotraNeuromorphic HardwareVehicle Detection

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

    Jul 5, 2026Md Abu Bakr Siddique, Jakub Orłowski, Yan Zhang +1Neuromorphic HardwareParkinson

  35. 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 BoseLow-Rank FactorizationNeuromorphic Hardware

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

    Jul 2, 2026William R. P. Nourse, Roger D. QuinnNeuromorphic HardwareResource-Constrained Devices

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

    Jul 1, 2026Zefeng Zhang, Chao Li, Siyao Chen +5Neuromorphic HardwareTemporal Learnability

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

    Jul 1, 2026Riley Acker, Aman Desai, Garrett Kenyon +1Neuromorphic HardwareTernary Memristive Logic

  39. 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

  40. 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 HardwareNeural Model

  41. 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

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

    Jun 26, 2026Binh Nguyen, Colleen Josephson, Mircea Teodorescu +2Neuromorphic HardwareDeep Q-Networks

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

    Jun 26, 2026Muhammad HamzaSpiking Neural NetworksNeuromorphic Hardware

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

    Jun 25, 2026Bartosz Stachowiak, Dariusz BrzezinskiPhotorealistic Video RestorationLighting Artifacts

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

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

  46. 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

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

    Jun 22, 2026Chengyang Li, Yikun Wang, Jiahui He +6Neuromorphic HardwareEmbodied Artificial Intelligence

  48. 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 HardwareTernary Memristive Logic

  49. 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 PizzoTernary Memristive LogicNeuromorphic Hardware

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

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

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

    Jun 18, 2026Roberto Pellerito, Daniel Gehrig, Shintaro Shiba +1EventNeuromorphic Hardware

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

    Jun 17, 2026Gourav Siddhad, Yogesh Kumar MeenaBrain-Computer InterfaceElectroencephalogram

  53. FPGA-Accelerated Neuromorphic Vision System for Real-Time Orbital Object Detection

    Jun 17, 2026Diego Hernández, Sebastián Valdivia, Vicente Westerhout +2Low Earth OrbitField-Programmable Gate Arrays

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

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

  55. A Neuromorphic Trigger for Efficient Audio Event Detection

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

  56. Neural dynamical systems on ferroelectric compute-in-memory for real-time forecasting

    Jun 15, 2026Keshava Katti, Adithya Selvakumar, Pratik Chaudhari +1Neuromorphic HardwareIn-Memory Computing

  57. NeuronFabric: A Software Reference Architecture for On-Chip Transformer Training with Local Adam

    Jun 15, 2026Evgeny UkladchikovTransformer VariantField-Programmable Gate Arrays

  58. Fusion-E2Pulse: A Multimodal Event-RGB Fusion Network for Non-contact Pulse Wave Reconstruction

    Jun 14, 2026Qian Feng, Hao Guo, Yan Niu +2Remote PhotoplethysmographyHeart Rate

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

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

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

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