Neuromorphic Hardware

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Period ending 2026-09-21

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309 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 YungeSpiking Neural NetworksRobust Fall Detection

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

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

  3. 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

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

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

  5. A Neuromorphic Trigger for Efficient Audio Event Detection

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

  6. Energy-efficient codon optimization on thermodynamic hardware

    Jun 15, 2026Andraz Jelincic, Ross C. WalkerThermodynamicsEnergy-Efficient

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

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

  8. Towards a Pseudo-Labeling Workflow for Celltype-Classification from Explanted Brain Slice Recordings

    Jun 15, 2026Cora Jostock, Jonas Ort, Henner Koch +2Neural RecordingsPseudo-Labeling

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

    Jun 15, 2026Evgeny UkladchikovTransformer ArchitecturesField-Programmable Gate Arrays

  10. 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

  11. 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

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

    Jun 12, 2026Guangzhi TangSpiking Neural NetworksBrain-Computer Interface

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

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

  14. 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

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

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

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

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

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

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

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

    Jun 11, 2026Stefano Chiavazza, Sen Yuan, Marc Geilen +2RadarNeuromorphic Hardware

  19. Optical Implementation of Equilibrium Propagation Using Spatial Photonic Ising Machines

    Jun 11, 2026Dimitri Vanden Abeele, Daniele Veraldi, Davide Pierangeli +2Neuromorphic HardwareModulation

  20. A Quantitative Experimental Repeated Measures Study of Training Dynamics in a Small Llama Style Language Model Under a Compute-Aware Token Budget

    Jun 11, 2026Joe DwyerLarge ModelsSmall Language Models

  21. 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

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

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

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

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

  24. Echoes of the Prior: A Computational Phenomenology of Forgetting

    Jun 10, 2026Gege Gao, Bernhard Schölkopf, Andreas GeigerCognitive MemoryNeuromorphic Hardware

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

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

  26. Non-frontal face recognition using GANs and memristor-based classifiers

    Jun 10, 2026Semih Vazgecen, Cristian Sestito, Spyros Stathopoulos +1Facial RecognitionNeuromorphic Hardware

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

    Jun 10, 2026Min Yang, Mi Zhou, Limin WangTemporal Action LocalizationBinary Spikes

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

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

  29. Machine Learning Methods for Studying Latent Neural Activity Dynamics

    Jun 9, 2026Shufeng Kong, Fumei Deng, Xinyi Dong +7Human Brain NetworksNeural Recordings

  30. Spiking Neural Network inference on FPGAs with hls4ml

    Jun 8, 2026Barry M. DillonSpiking Neural NetworksField-Programmable Gate Arrays

  31. 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 Hardware

  32. Convolutional Sparse Coding via the Locally Competitive Algorithm on Loihi 2

    Jun 7, 2026Geoffrey Kasenbacher, Daniel Ruepp, Gerrit A. EckeNeuromorphic HardwareReceptive Fields

  33. Programmable Silicon Retina on Pixel Processor Array

    Jun 6, 2026Maciej Lewandowski, Prince Philip, Alexandre Marcireau +3Neuromorphic HardwareSaliency

  34. The Whale That Outswam Evolution: Swarm Intelligence Maximises Memory in Connectome Reservoirs

    Jun 5, 2026Anmol Guragain, Savvas Kakalis, Juan Ignacio Godino-LlorenteBio-Inspired FrameworkBrain Connectome Modality

  35. FS-DVS: A Frequency-Selective Dynamic Visual Sensing Paradigm for Enhancing Information Completeness

    Jun 5, 2026Feiyu Ji, Xiaokang Yang, Xiaoyun YuanVision SensorsVisual Perception

  36. 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

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

    Jun 4, 2026Cunhang Fan, Enrui Liu, Jing Zhou +6Spiking Neural NetworksSpeech Enhancement

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

    Jun 3, 2026Zhiguo Qu, Keqi Li, Le Sun +4Quantum Neural NetworksSpiking Neural Networks

  39. 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 NetworksLoss Landscape

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

    Jun 2, 2026Huannan Zheng, Jingli Liu, Kezhou YangBinary SpikesMagnetic Tunnel Junction

  41. Short-Term Synaptic Plasticity Stabilizes Goal-Conditioned Dynamics in a PFC-Inspired Reservoir Model for Multistep Goal-Directed Action Planning

    Jun 2, 2026Jin Nakamura, Yuichi KatoriSynaptic PlasticityHuman Visual Cortex

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

    Jun 2, 2026Ting LiuLLM Inference EfficiencySparse Expert Activation

  43. Massive Spikes in LLMs are Bias Vectors: Mechanistic Uncovering and Spike-Free Quantization

    Jun 1, 2026Yung-Chin Chen, Chung Peng Lee, Ze-Wei Liou +1Large Language Model QuantizationBinary Spikes

  44. Beyond Low-Rank: Low-Rank Sparse Prompting via Spiking Neural Network and Prompt Factorization

    Jun 1, 2026Yumiao Zhao, Bo Jiang, Beibei Wang +3Visual In-Context LearningLow-Rank Adaptation

  45. 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 +3Spiking Neural NetworksBinary Spikes

  46. Event-Based Vision in Space: Applications, Trends, and Future Directions

    May 31, 2026Luigi Capogrosso, Pietro Bonazzi, Michele MagnoCloud-Aware Earth Observation SequencesEarth Observation

  47. Spiking and Event-driven Neuromorphic Mamba Models for Efficient Speech Recognition

    May 31, 2026Tauseef Ahmed, Tao Sun, Jeronimo Castrillon +2Neuromorphic HardwareSparse Expert Activation

  48. Easy, robust approximate message passing for planted spike models

    May 30, 2026Misha Ivkov, Tselil SchrammPrincipal Component AnalysisMessage Passing Neural Networks

  49. Dynamics and Representation Structure of Local Approximations to Gradient-Based Learning in Linear Recurrent Neural Networks

    May 29, 2026Ezekiel Williams, Alexandre Payeur, Guillaume LajoieRecurrent Neural NetworksLearning Dynamics

  50. Memristor-Based Spiking Neural Network Accelerator for Bio-inspired Interception Task

    May 29, 2026Qianhou Qu, Sheng Lu, Liuting Shang +4Neuromorphic HardwareAccelerator

  51. A2SG:Adaptive and Asymmetric Surrogate Gradients for Training Deep Spiking Neural Networks

    May 29, 2026Yechan Kang, Yongjin Kweon, Mingyeong Seo +8Spiking Neural NetworksTime-Step-Wise Learnable Surrogate Gradient Function

  52. Supervised Training Rapidly Degrades Early Visual Cortex Alignment Across Biologically Plausible Learning Rules

    May 28, 2026Nils LeuteneggerHuman Visual CortexSpike-Timing-Dependent Plasticity

  53. Eigen-Spike Emergence and Quadratic Equivalents for Conjugate Kernels on Nonlinearly Separable Data

    May 28, 2026Collin Cranston, Zhichao Wang, Todd Kemp +1Kernel MethodSeparability

  54. NeuroEdge: Real-Time Hand Gesture Recognition with High-Density EMG Using Deep Learning at the Edge

    May 28, 2026Peter Chudinov, Zhenyu Lin, Jay Motamarry +3Hand Gesture RecognitionSurface Electromyography

  55. SpikeWFM: Spiking-Aided Wireless Foundation Model for Robust Channel Prediction

    May 28, 2026Liwen Jing, Yisha Lu, Tingting Yang +5Spiking Neural NetworksWireless Foundation Models

  56. CLANE: Continual Learning of Actions on Neuromorphic Hardware from Event Cameras

    May 27, 2026Elvin Hajizada, Michael Neumeier, Edward Paxon Frady +4Neuromorphic HardwareOpen-Vocabulary Action Recognition

  57. Comparative Analysis of Liquid Neural Networks and LSTM for Sequential Pattern Recognition: Robustness, Efficiency, and Clinical Utility

    May 26, 2026Ye Kyaw Thu, Thazin Myint Oo, Thepchai SupnithiNeural NetworkNeuromorphic Hardware

  58. Can We Hear from Events? Generating Speech from Event Camera

    May 26, 2026Jingping Fang, Lin Chen, Chenyang Xu +3Co-Speech Gesture GenerationJoint Audio-Video Generation

  59. Balancing Plasticity and Stability with Fast and Slow Successor Features

    May 25, 2026Raymond Chua, Doina Precup, Blake RichardsPlasticityDeep Reinforcement Learning

  60. Neuromorphic LiDAR-based Bird's Eye View Object Detection using Energy-efficient Spiking Neural Networks

    May 24, 2026Sambit Mohapatra, Senthil Yogamani, Heinrich Gotzig +1Neuromorphic Hardware3D Object Detection