Graph Neural Networks

Global-Aware Edge Prioritization for Pose Graph Initialization CVPR 2026 Global-Lens Transformers: Adaptive Token Mixing for Dynamic Link Prediction AAAI 2026 GLoMOT: Efficient Online GNN-based Low-Frame-Rate Multi-Object Tracker AAAI 2026 Graph2Video: Leveraging Video Models to Model Dynamic Graph Evolution AAAI 2026 Graph Attention-Guided Search for Dense Multi-Agent Pathfinding AAAI 2026 Graph Attention Prototypical Network for Robust Few-Shot Classification CVPR 2026 Graph-augmented and Over-smoothing-resistant Contrastive Clustering for Short Text AAAI 2026 Graph-Based Alternatives to LLMs for Human Simulation ACL 2026 Graph-based Label-Efficient Learning: When Graph-Structured Data Meets Limited Labels AAAI 2026 Graph-Based Phonetic Error Correction of Noisy ASR ACL 2026 Graph-Based Spectral Attention with Multi-Spectral Images for Illuminant Estimation WACV 2026 Graph-Conditional Flow Matching for Relational Data Generation AAAI 2026 Graph Contrastive Learning with Balanced Hard Negatives and Fine-grained Semantic-aware Positives AAAI 2026 Graph Contrastive Learning with Low-Rank Regularization and Low-Rank Attention for Noisy Node Classification UAI 2026 Graph Domain Adaptation via Homophily-Agnostic Reconstructing Structure AAAI 2026 Graph-Driven Domain Co-Adaptation for Cross-Domain Image Quality Assessment AAAI 2026 Graph Flow Matching: Enhancing Image Generation with Neighbor-Aware Flow Fields AAAI 2026 GraphGrasp: Lightweight and Efficient Graph-Guided 6-DoF Robotic Grasp Pose Estimation Network AAAI 2026 GRAPHIA: Harnessing Social Graph Data to Enhance LLM-Based Social Simulation ACL 2026 Graph Masked Autoencoder for Multi-view Remote Sensing Data Clustering AAAI 2026 Graph Meets Deep Unfolding: An Interpretable Mutual-benefit Multi-view Learning Network AAAI 2026 Graph Neural Field with Spatial-Correlation Augmentation for HRTF Personalization AAAI 2026 Graph Neural ODEs with Stability and Conservation Guarantees for Tumor Microenvironment Dynamics (Student Abstract) AAAI 2026 GraphOracle: Efficient Fully-Inductive Knowledge Graph Reasoning via Relation-Dependency Graphs AAAI 2026 Graph Out-of-Distribution Detection via Test-Time Calibration with Dual Dynamic Dictionaries AAAI 2026