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spiking neural network

331 papers

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Also known as

SNN

Co-occurring keywords

neuromorphic computing (95) energy efficiency (138) surrogate gradient (31) neuromorphic hardware (26) image classification (1944) membrane potential (24) artificial neural network (27) event camera (289) attention mechanism (4001) ann-snn conversion (15)

Papers

TDSNNs: Competitive Topographic Deep Spiking Neural Networks for Visual Cortex Modeling AAAI 2026

Optimization Method for Surrogate Function in Spiking Neural Networks Based on Membrane Potential Distribution AAAI 2026

MPD-SGR: Robust Spiking Neural Networks with Membrane Potential Distribution-Driven Surrogate Gradient Regularization AAAI 2026

Spikingformer: A Key Foundation Model for Spiking Neural Networks AAAI 2026

GT-SNT: A Linear-Time Transformer for Large-Scale Graphs via Spiking Node Tokenization AAAI 2026

Spiking-Aided Neural Architecture for Efficient and Robust WiFi Sensing AAAI 2026

STEG-AIW: Spatio-Temporal Gating and Adaptive-Timestep Inference for Efficient Spiking Neural Networks WACV 2026

DS-ATGO: Dual-Stage Synergistic Learning via Forward Adaptive Threshold and Backward Gradient Optimization for Spiking Neural Networks AAAI 2026

I2E: Real-Time Image-to-Event Conversion for High-Performance Spiking Neural Networks AAAI 2026

Generalized Threshold Optimization with Harmony Multi-Threshold Neurons for Accurate ANN-to-SNN Conversion AAAI 2026

SNN-Driven Event-Based Flow and Rotation Estimation with SO(3) Refinement AAAI 2026

Ultralight Polarity-Split Neuromorphic SNN for Event-Stream Super-Resolution AAAI 2026

Spiking Heterogeneous Graph Attention Networks AAAI 2026

Stabilizing Spiking Neurons Through Biologically Inspired Polarization AAAI 2026

SpikeRain: Towards Energy-Efficient Single Image Deraining with Spiking Neural Networks WACV 2026

From Lightweight CNNs to SpikeNets: Benchmarking Accuracy-Energy Tradeoffs with Pruned Spiking SqueezeNet WACV 2026

Towards Training-Free and Accurate ANN-to-SNN Conversion via Activation-Aware Redistribution AAAI 2026

Parallel Training Time-to-First-Spike Spiking Neural Networks AAAI 2026

HardF-SNN: Hardware-Friendly Quantization for Spiking Neural Networks with Efficient Integer-Arithmetic-Only Inference AAAI 2026

A Closer Look at Knowledge Distillation in Spiking Neural Network Training AAAI 2026

Activation-wise Propagation: A One-Timestep Strategy for Spiking Neural Networks AAAI 2026

SpikCommander: A High-performance Spiking Transformer with Multi-view Learning for Efficient Speech Command Recognition AAAI 2026

Exploring the Potentials of Spiking Neural Networks for Image Deraining AAAI 2026

Timestep-Compressed Attack on Spiking Neural Networks Through Timestep-Level Backpropagation AAAI 2026

SFedHIFI: Fire Rate-Based Heterogeneous Information Fusion for Spiking Federated Learning AAAI 2026