Neural Networks

SPJFNet: Self-Mining Prior-Guided Joint Frequency Enhancement for Ultra-Efficient Dark Image Restoration AAAI 2026 SRSplat: Feed-Forward Super-Resolution Gaussian Splatting from Sparse Multi-View Images AAAI 2026 SSMRadNet : A Sample-wise State-Space Framework for Efficient and Ultra-Light Radar Segmentation and Object Detection WACV 2026 Stabilizing Direct Training of Spiking Neural Networks: Membrane Potential Initialization and Threshold-robust Surrogate Gradient WACV 2026 Stabilizing Spiking Neurons Through Biologically Inspired Polarization AAAI 2026 Stable Spike: Dual Consistency Optimization via Bitwise AND Operations for Spiking Neural Networks CVPR 2026 STEG-AIW: Spatio-Temporal Gating and Adaptive-Timestep Inference for Efficient Spiking Neural Networks WACV 2026 STRinGS: Selective Text Refinement in Gaussian Splatting WACV 2026 Supervised Dynamic Dimension Reduction with Deep Neural Network AAAI 2026 SyncBrain: Exploring Brain Functional Dynamics Through Neural Oscillatory Synchronization AAAI 2026 SynerDetect: Hierarchical Synergistic Learning for Generalizable AI-Generated Image Detection AAAI 2026 Taming Cascaded Mixture-of-Experts for Modality-missing Multi-modal Salient Object Detection AAAI 2026 TDSNNs: Competitive Topographic Deep Spiking Neural Networks for Visual Cortex Modeling AAAI 2026 Teacher-Guided Routing for Sparse Vision Mixture-of-Experts CVPR 2026 TED-4DGS: Temporally Activated and Embedding-based Deformation for 4DGS Compression WACV 2026 Temporal and Spatial Representation Learning for Multimodal Low-Beam 3D Object Detection AAAI 2026 Temporal Dynamics Enhancer for Directly Trained Spiking Object Detectors AAAI 2026 Temporal Representation Enhancement (TRE): Learning to Forget Dominant Patterns for Enhanced Temporal Spiking Features CVPR 2026 Text-Guided Channel Perturbation and Pre-Trained Knowledge Integration for Unified Multi-Modality Image Fusion AAAI 2026 TFD-Net: Towards Intelligent Time-Frequency Mode Decomposition with Practical Applications AAAI 2026 The Illusion of Specialization: Unveiling the Domain-Invariant "Standing Committee" in Mixture-of-Experts Models ACL 2026 The Median is Easier than it Looks: Approximation with a Constant-Depth, Linear-Width ReLU Network COLT 2026 Timestep-Compressed Attack on Spiking Neural Networks Through Timestep-Level Backpropagation AAAI 2026 Token Pruning for Improving Graph-Generating State Space Model Performance EACL 2026 Toward Real-World High-Precision Image Matting and Segmentation AAAI 2026