Neural Networks

Shared & Domain Self-Adaptive Experts with Frequency-Aware Discrimination for Continual Test-Time Adaptation AAAI 2026 Shift-Equivariant Complex-Valued Convolutional Neural Networks WACV 2026 Shortcut Learning Susceptibility in Vision Classifiers (Student Abstract) AAAI 2026 SIAM: Synchronous Interaction Attention for Human Mesh Recovery WACV 2026 Signal Enhancement via Multi-view Dynamic Representation and Alignment-aware Fusion AAAI 2026 Sim-to-Real: An Unsupervised Noise Layer for Screen-Camera Watermarking Robustness AAAI 2026 SinBasis Networks: Matrix-Equivalent Feature Extraction for Wave-Like Optical Spectrograms AAAI 2026 SL-CBM: Enhancing Concept Bottleneck Models with Semantic Locality for Better Interpretability AAAI 2026 SNN-Driven Event-Based Flow and Rotation Estimation with SO(3) Refinement AAAI 2026 Sonnet: Spectral Operator Neural Network for Multivariable Time Series Forecasting AAAI 2026 SparseWorld: A Flexible, Adaptive, and Efficient 4D Occupancy World Model Powered by Sparse and Dynamic Queries AAAI 2026 Spatial-Frequency Spiking Neural Network for Underwater Object Detection AAAI 2026 Spatio-Temporal Context Learning with Temporal Difference Convolution for Moving Infrared Small Target Detection AAAI 2026 Spatiotemporal-Untrammelled Mixture of Experts for Multi-Person Motion Prediction AAAI 2026 SPEAK: Spiking Neurons as an Entropy-Aware Tokenizer for Large Language Models ACL 2026 SpeeDe3DGS: Speedy Deformable 3D Gaussian Splatting with Temporal Pruning and Motion Grouping CVPR 2026 SpikCommander: A High-performance Spiking Transformer with Multi-view Learning for Efficient Speech Command Recognition AAAI 2026 Spike-driven Discrete Aggregation for Event-based Object Detection CVPR 2026 Spike Imaging Velocimetry: Dense Motion Estimation of Fluids Using Spike Streams AAAI 2026 SpikeRain: Towards Energy-Efficient Single Image Deraining with Spiking Neural Networks WACV 2026 SpikeTrack: High-performance and Energy-efficient Event-Based Object Tracking with Spiking Neural Network CVPR 2026 Spiking-Aided Neural Architecture for Efficient and Robust WiFi Sensing AAAI 2026 Spikingformer: A Key Foundation Model for Spiking Neural Networks AAAI 2026 Spiking Heterogeneous Graph Attention Networks AAAI 2026 SpikingIR: A Novel Converted Spiking Neural Network for Efficient Image Restoration AAAI 2026