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• Self-Organization of Spiking Neural Network Generating Autonomous Behavior in a Real Mobile Robot
  crossref F. Alnajjar, K. Murase 2006-05-25T16:26:01Z 置信度 0.70
• ReBo-SNN: Boosted spiking neural network with retina mechanism for efficient haze removal.
  europepmc 2026 置信度 0.80
• A complex-valued widening spiking neural network.
  europepmc 2026 置信度 0.80
• A hardware-grounded energy taxonomy for comparing deep and Spiking Neural Network inference on edge platforms.
  europepmc 2026 置信度 0.80
• Synaptic neurotransmitter concentration modulation during learning in bio-inspired spiking neural network.
  europepmc 2026 置信度 0.80
• A Lightweight Keyword Spotting Method Using a Convolutional Spiking Neural Network with Learnable Synaptic Delays.
  europepmc 2026 置信度 0.80
• Spiking neural network decoders of finger forces from high-density intramuscular microelectrode arrays.
  europepmc 2026 置信度 0.80
• Brain-inspired Spiking Neural Network Frameworks for Multimodal Spatiotemporal Brain Data Integration: A Case Study on EEG-fMRI Data
  europepmc 2026 置信度 0.80
• A Cascaded Quantized Spiking Neural Network for Real-Time ECG Arrhythmia Detection on Edge Hardware.
  europepmc 2026 置信度 0.80
• Memristive nano-neuromorphic spiking neural network with self-adaptive continual and predictive learning for edge gesture recognition.
  europepmc Raju Vidap, Ranjith Kumar Nadialli, Vinod Kumar Teriveedhi, K. Suresh Babu 等 2026 置信度 0.80
• A configurable streaming spiking neural network accelerator with decoupled pixel-level and output-channel parallelism for automatic modulation classification.
  Streaming spiking neural network (SNN) accelerators are widely adopted on edge platforms for their deterministic, low-latency inference. Realizing their full efficiency, however, requires three properties to hold simultaneously: a router-free streaming dataflo…
  europepmc Kuilian Yang, Ahmed M. Eltawil, Khaled Nabil Salama 2026 置信度 0.80
• Versatile Learning without Synaptic Plasticity in a Spiking Neural Network
  europepmc 2026 置信度 0.80
• Near-Sensor Damage Localization in Multi-Story Buildings with Level-Crossing Spike Encoding and a Compact Spiking Neural Network
  europepmc 2026 置信度 0.80
• DCPA-SNN, Direct-Coding-Physics-Aware Spiking Neural Network: A Framework for Wearable ECG Denoising Under Dynamic-Noise Conditions.
  europepmc 2026 置信度 0.80
• An Edge On-Chip-Learning Convolutional Spiking Neural Network Processor Based on Error Backpropagation via Spatiotemporal Nodes of Spike Events.
  europepmc 2026 置信度 0.80
• HERO-SNN: A Homeostatic Eligibility-based Reward- Optimised Spiking Neural Network for Spatiotemporal Brain Representation: An EEG Case Study
  Abstract We propose a new framework for Homeostatic Eligibility-based Reward-Optimised Spiking Neural Network (HERO-SNN) that enables spiking neural networks (SNNs) to achieve an optimal refinement in internal spatiotemporal representations based on task perfo…
  europepmc 2026 置信度 0.80
• Feature Overlapping: Temporal Differential Decoupling for Efficient Spiking Neural Network Training.
  europepmc 2026 置信度 0.80
• A spiking neural network model for fractional proprioceptive encoding of limb posture and movement in insects.
  europepmc 2026 置信度 0.80
• Task-State fMRI-Derived Whole-Brain Functional Topology-Constrained Spiking Neural Network with an Embedded Auditory Core Circuit for Speech Recognition.
  The topology of spiking neural networks (SNNs) plays an important role in determining their dynamic representation ability, recognition performance, and biological interpretability in speech recognition. However, most existing SNN reservoirs are constructed us…
  europepmc 2026 置信度 0.80
• Multimodal Spiking Neural Network With Generalized Distributive Law for Biosignal and Sensory Fusion.
  europepmc Zenan Huang, Bingrui Guo, Hailing Xu, Haojie Ruan 等 2026 置信度 0.80
• A hybrid Spiking Neural Network-Transformer architecture for motor imagery and sleep apnea detection.
  europepmc 2025 置信度 0.80
• Bio-Inspired Neural Network Dynamics-Aware Reinforcement Learning for Spiking Neural Network.
  europepmc 2026 置信度 0.80
• A spiking neural network inspired by neuroscience and psychology for Western mode- and key-conditioned music learning and composition.
  europepmc Qian Liang, Yi Zeng, Menghaoran Tang 2026 置信度 0.80
• BioMotion-SNN: Spiking neural network modeling for visual motion processing.
  europepmc 2026 置信度 0.80
• Impact of Neuron Models on Spiking Neural Network Performance: A Complexity-based Classification Approach.
  europepmc 2026 置信度 0.80
• UDC-SNN: An Uncertainty-Aware Dynamic Cascading Framework with Spiking Neural Network for Balancing Performance and Energy in Multimodal Emotion Recognition.
  europepmc 2026 置信度 0.80
• Spatially-enhanced Spiking neural network for efficient point cloud analysis.
  europepmc 2026 置信度 0.80
• Bio-inspired spiking neural network for modeling and optimizing adaptive vertigo therapy.
  europepmc 2026 置信度 0.80
• Multi-layer Feature Cascade Fusion Spiking Neural Network for Object Detection.
  europepmc 2025 置信度 0.80
• Pattern classification based on a multi-spike learning algorithm in a photonic spiking neural network with VCSEL-SA.
  europepmc 2026 置信度 0.80
• A bio-inspired spiking neural network with adaptive spatiotemporal filtering and depth-modulated synaptic plasticity for robust collision detection.
  europepmc 2026 置信度 0.80
• Biologically-constrained spiking neural network for neuromodulation in locomotor recovery after spinal cord injury.
  europepmc 2026 置信度 0.80
• ERRATUM - Multi-Layer Feature Cascade Fusion Spiking Neural Network for Object Detection.
  europepmc 2026 置信度 0.80
• From Skin to Cortex: End-to-End Spiking Neural Network Simulation of Tactile Information Flow
  europepmc 2025 置信度 0.80
• Task success in trained spiking neural network models coincides with emergence of cross-stimulus-modulated inhibition.
  Abstract The neocortex is composed of spiking neurons interconnected in a sparse, recurrent network. Spiking activity within these networks underlies the computations that transform sensory inputs into appropriate behavioral responses. In this study, we train …
  europepmc Yuqing Zhu, Chadbourne M. B. Smith, Tarek Jabri, Mufeng Tang 等 2026 置信度 0.80
• eXCube2: Explainable Brain-Inspired Spiking Neural Network Framework for Emotion Recognition from Audio, Visual and Multimodal Audio-Visual Data.
  This paper introduces a biomimetic framework and novel brain-inspired AI (BIAI) models based on spiking neural networks (SNNs) for emotional state recognition from audio (speech), visual (face), and integrated multimodal audio–visual data. The developed framew…
  europepmc N. K. Kasabov, A. Yang, Z. Wang, I. Abouhassan 等 2026 置信度 0.80
• A Sparse-Integrated Filtering Residual Spiking Neural Network for High-Accuracy Spike Sorting and Co-Optimization on Memristor Platforms.
  europepmc 2026 置信度 0.80
• NeurALLNet: An attention-based spiking neural network for energy-efficient multi-class classification of acute lymphoblastic leukemia.
  Objectives The classification of Acute Lymphoblastic Leukemia (ALL) from peripheral blood smear images using Convolutional Neural Networks (CNNs) has achieved expert-level accuracy. However, the computational and memory requirements of CNNs pose a barrier to t…
  europepmc Md Rafsan Hassan, Rejaul Islam Shanto, Umar Hasan, Sifat Momen 2026 置信度 0.80
• A frugal Spiking Neural Network for unsupervised multivariate temporal pattern classification and multichannel spike sorting.
  europepmc 2025 置信度 0.80
• DAFF-SNN: Dual Attention-Driven and Feature Fusion-Based Spiking Neural Network for Epilepsy Detection Based on Electroencephalogram.
  europepmc Tao Zhang, Lanqi He, Dingguo Zhang, Mingyang Li 等 2025-07-15T17:43:10Z 置信度 0.80
• Auto Deep Spiking Neural Network Design Based on an Evolutionary Membrane Algorithm.
  europepmc 2025 置信度 0.80
• Heterogeneous quantization regularizes spiking neural network activity.
  europepmc 2025 置信度 0.80
• A lightweight spiking neural network for EEG-based motor imagery classification.
  europepmc 2025 置信度 0.80
• SpiKon-E: Hybrid Soft Artificial Muscle Control Using Hardware Spiking Neural Network.
  Artificial muscles play a key role in the future of humanoid robotics and medical devices, with research on wire-driven joints leading the field. While electric servo motors were once at the forefront, the focus has shifted toward materials that react to chang…
  europepmc Florian-Alexandru Brașoveanu, Mircea Hulea, Adrian Burlacu 2025 置信度 0.80
• A Neurodevelopment-Inspired Deep Spiking Neural Network for Auditory Spatial Attention Detection using Single Trial EEG
  europepmc 2025 置信度 0.80
• eXCube2: Explainable Brain-Inspired Spiking Neural Network Framework for Emotion Recognition from Audio-, Visual- and Multimodal Audio-Visual Data
  europepmc 2026 置信度 0.80
• Dynamic Token Masking in Spiking Neural Network
  europepmc 2025 置信度 0.80
• Biologically-informed excitatory and inhibitory ratio for robust spiking neural network training.
  europepmc 2025 置信度 0.80
• SpikeCLIP: A contrastive language-image pretrained spiking neural network.
  europepmc 2025 置信度 0.80
• A spiking neural network for active efficient coding.
  europepmc 2024 置信度 0.80
• NiSNN-A: Noniterative Spiking Neural Network With Attention With Application to Motor Imagery EEG Classification.
  europepmc 2025 置信度 0.80
• Free-space optical spiking neural network.
  europepmc 2024 置信度 0.80
• Hybrid recurrent with spiking neural network model for enhanced anomaly prediction in IoT networks security.
  europepmc 2025 置信度 0.80
• Fully memristive spiking neural network for energy-efficient graph learning.
  europepmc 2025 置信度 0.80
• Emergence of sparse coding, balance and decorrelation from a biologically-grounded spiking neural network model of learning in the primary visual cortex.
  europepmc 2025 置信度 0.80
• Micro-ring resonator assisted spiking neural network for efficient object detection.
  europepmc 2025 置信度 0.80
• An accurate and fast learning approach in the biologically spiking neural network.
  europepmc 2025 置信度 0.80
• Spiking Neural Network Pressure Sensor.
  europepmc 2024 置信度 0.80
• ST-FlowNet: An efficient Spiking Neural Network for event-based optical flow estimation.
  europepmc 2025 置信度 0.80
• Biologically Inspired Spatial-Temporal Perceiving Strategies for Spiking Neural Network.
  europepmc 2025 置信度 0.80
• Spiking Neural Network Models of Interaural Time Difference Extraction via a Massively Collaborative Process.
  europepmc 2025 置信度 0.80
• Optimizing event-driven spiking neural network with regularization and cutoff.
  Spiking neural networks (SNNs), which are the next generation of artificial neural networks (ANNs), offer a closer mimicry to natural neural networks and hold promise for significant improvements in computational efficiency. However, the current SNN model is t…
  europepmc Dengyu Wu, Gaojie Jin, Han Yu, Xinping Yi 等 2025 置信度 0.80
• Energy optimization induces predictive-coding properties in a multi-compartment spiking neural network model.
  europepmc 2025 置信度 0.80
• Spiking Neural Network for Ultralow-Latency and High-Accurate Object Detection.
  europepmc 2025 置信度 0.80
• Damage Resistance of an fMRI-Spiking Neural Network Based on Speech Recognition Against Stochastic Attack.
  europepmc 2025 置信度 0.80
• The architecture design and training optimization of spiking neural network with low-latency and high-performance for classification and segmentation.
  europepmc Wujian Ye, Shaozhen Chen, Haoxian Liu, Yijun Liu 等 2025 置信度 0.80
• A Memristive Spiking Neural Network Circuit for Bio-Inspired Navigation Based on Spatial Cognitive Mechanisms.
  europepmc 2025 置信度 0.80
• A hybrid parallel convolutional spiking neural network for enhanced skin cancer detection.
  europepmc 2025 置信度 0.80
• Short-term plasticity influences episodic memory recall: an interplay of synaptic traces in a spiking neural network model.
  Abstract We investigated the interaction of episodic memory processes with the short-term dynamics of recency effects. This work takes inspiration from a seminal experimental work involving an odor-in-context association task conducted on rats. In the experime…
  europepmc N. Chrysanthidis, F. Fiebig, A. Lansner, P. Herman 2025 置信度 0.80
• Multilayer optical-electrical spiking neural network with sparse spike event for speech recognition based on a fabricated DFB-SA laser.
  europepmc 2025 置信度 0.80
• RRAM-Based Spiking Neural Network With Target-Modulated Spike-Timing-Dependent Plasticity.
  europepmc Kalkidan Deme Muleta, Bai-Sun Kong 2024-08-19T17:29:40Z 置信度 0.80
• Complex Spiking Neural Network Evaluated by Injury Resistance Under Stochastic Attacks.
  europepmc 2025 置信度 0.80
• Balancing Energy Consumption and Detection Accuracy in Cardiovascular Disease Diagnosis: A Spiking Neural Network-Based Approach with ECG and PCG Signals.
  europepmc 2025 置信度 0.80
• Roman domination-based spiking neural network for optimized EEG signal classification of four class motor imagery.
  europepmc 2025 置信度 0.80
• An all integer-based spiking neural network with dynamic threshold adaptation.
  europepmc 2024 置信度 0.80
• Research on Anti-Interference Performance of Spiking Neural Network Under Network Connection Damage.
  Background: With the development of artificial intelligence, memristors have become an ideal choice to optimize new neural network architectures and improve computing efficiency and energy efficiency due to their combination of storage and computing power. In …
  europepmc Yongqiang Zhang, Haijie Pang, Jinlong Ma, Guilei Ma 等 2025 置信度 0.80
• Multiscale fusion enhanced spiking neural network for invasive BCI neural signal decoding.
  europepmc 2025 置信度 0.80
• Sg-snn: a self-organizing spiking neural network based on temporal information.
  europepmc 2025 置信度 0.80
• Commentary: Accelerating spiking neural network simulations with PymoNNto and PymoNNtorch.
  europepmc 2024 置信度 0.80
• CDNA-SNN: A New Spiking Neural Network for Pattern Classification Using Neuronal Assemblies.
  europepmc 2025 置信度 0.80
• Modelling the Effect of Prior Knowledge on Memory Efficiency for the Study of Transfer of Learning: A Spiking Neural Network Approach
  europepmc 2025 置信度 0.80
• A Hybrid Spiking Neural Network-Quantum Classifier Framework: A Case Study Using EEG Data
  europepmc 2025 置信度 0.80
• Dynamic Cascade Spiking Neural Network Supervisory Controller for a Nonplanar Twelve-Rotor UAV.
  europepmc 2025 置信度 0.80
• Optimized Spiking Neural Network Architecture for Fashion MNIST Classification: A Comparative Study with Convolutional Neural Networks
  europepmc 2025 置信度 0.80
• Photonic spiking neural network based on DML and DFB-SA laser chip for pattern classification.
  europepmc 2025 置信度 0.80
• LoCS-Net: Localizing convolutional spiking neural network for fast visual place recognition.
  europepmc 2024 置信度 0.80
• NEXUS: A 28nm 3.3pJ/SOP 16-Core Spiking Neural Network With a Diamond Topology for Real-Time Data Processing.
  europepmc Maryam Sadeghi, Yasser Rezaeiyan, Dario Fernandez Khatiboun, Sherif Eissa 等 2024-08-30T13:38:10Z 置信度 0.80
• A Reinforced, Event-Driven, and Attention-Based Convolution Spiking Neural Network for Multivariate Time Series Prediction.
  Despite spiking neural networks (SNNs) inherently exceling at processing time series due to their rich spatio-temporal information and efficient event-driven computing, the challenge of extracting complex correlations between variables in multivariate time ser…
  europepmc Ying Li, Xikang Guan, Wenwei Yue, Yongsheng Huang 等 2025 置信度 0.80
• A spiking neural network model for proprioception of limb kinematics in insect locomotion
  europepmc 2024 置信度 0.80
• Temporal pavlovian conditioning of a model spiking neural network for discrimination sequences of short time intervals.
  europepmc 2025 置信度 0.80
• A hybrid PKI and spiking neural network approach for enhancing security and energy efficiency in IoMT-based healthcare 5.0.
  europepmc 2025 置信度 0.80
• Situational Awareness Classification Based on EEG Signals and Spiking Neural Network
  europepmc 2024 置信度 0.80
• Brain-inspired learning rules for spiking neural network-based control: a tutorial.
  europepmc Choongseop Lee, Yuntae Park, Sungmin Yoon, Jiwoon Lee 等 2024-12-02T15:07:23Z 置信度 0.80
• Graph spiking neural network for advanced urban flood risk assessment.
  europepmc Zhantu Liang, Xuhong Fang, Zhanhao Liang, Jian Xiong 等 2024 置信度 0.80
• Design of CMOS-memristor hybrid synapse and its application for noise-tolerant memristive spiking neural network.
  europepmc 2025 置信度 0.80
• A robust Parkinson's disease detection model based on time-varying synaptic efficacy function in spiking neural network.
  europepmc 2024 置信度 0.80
• Eye Tracking Based on Event Camera and Spiking Neural Network
  europepmc 2024 置信度 0.80
• Directly training temporal Spiking Neural Network with sparse surrogate gradient.
  europepmc Yang Li, Feifei Zhao, Dongcheng Zhao, Yi Zeng 2024 置信度 0.80
• Accelerating spiking neural network simulations with PymoNNto and PymoNNtorch.
  europepmc 2024 置信度 0.80
• Multi-compartment neuron and population encoding powered spiking neural network for deep distributional reinforcement learning.
  europepmc 2025 置信度 0.80