Neural Networks

2D-CrossScan Mamba: Enhancing State Space Models with Spatially Consistent Multi-Path 2D Information Propagation AAAI 2026 3D-ANC: Adaptive Neural Collapse for Robust 3D Point Cloud Recognition AAAI 2026 3D Gaussian Point Encoders WACV 2026 3D Superquadric Splatting WACV 2026 A Brain-Inspired Saliency Prediction Framework for Human-AI Cognitive Consistency in AIGC Content via Multi-Region Liquid Neurons AAAI 2026 Activation-wise Propagation: A One-Timestep Strategy for Spiking Neural Networks AAAI 2026 A Depth Hierarchy for Computing the Maximum in ReLU Networks via Extremal Graph Theory COLT 2026 A Fast, Simple, and Flexible Scale Informative Feature Transform Module for Arbitrary Scale Image Super-Resolution WACV 2026 A Hybrid Space Model for Misaligned Multi-modality Image Fusion AAAI 2026 AirDDE: Multifactor Neural Delay Differential Equations for Air Quality Forecasting AAAI 2026 AKCMamba-YOLO: Selective State Space Models For Real-Time Object Detection CVPR 2026 A Lightweight Safety Helmet Compliance Detection via Multimodal Fusion (Student Abstract) AAAI 2026 AlignTrack: Top-Down Spatiotemporal Resolution Alignment for RGB-Event Visual Tracking AAAI 2026 A Multi-Objective Optimization Framework for Adaptive Weighting in Physics-Informed Machine Learning AAAI 2026 Analytical FFN-to-MoE Restructuring via Activation Pattern Analysis ACL 2026 A Network of Biologically Inspired Rectified Spectral Units (ReSUs) Learns Hierarchical Features Without Error Backpropagation AAAI 2026 Angular Gradient Sign Method: Uncovering Vulnerabilities in Hyperbolic Networks AAAI 2026 AnomalyMoE: Towards a Language-free Generalist Model for Unified Visual Anomaly Detection AAAI 2026 A Parallel CPU-GPU Framework for Batching Heuristic Operations in Depth-First Heuristic Search AAAI 2026 Appearance Discrepancy-guided Sequence Hybrid Masking for Robust Scene Text Recognition AAAI 2026 ArchitectHead: Continuous Level of Detail Control for 3D Gaussian Head Avatars WACV 2026 Are Graph Transformers Necessary? Efficient Long-Range Message Passing with Fractal Nodes in MPNNs AAAI 2026 Authority Backdoor: A Certifiable Backdoor Mechanism for Authoring DNNs AAAI 2026 Automated Suturing Skill Assessment in Robot-assisted Surgery from Endoscopic Videos using Clinically-guided Evaluation Criteria WACV 2026 BCWildfire: A Long-term Multi-factor Dataset and Deep Learning Benchmark for Boreal Wildfire Risk Prediction AAAI 2026