Graph Neural Networks

NeuralOM: Neural Ocean Model for Subseasonal-to-Seasonal Simulation AAAI 2026 Neuro-Symbolic Federated Learning over Heterogeneous Data-Views: A Structured Approach to Distributive EHR Modelling AAAI 2026 NG-Router: Graph-Supervised Multi-Agent Collaboration for Nutrition Question Answering EACL 2026 Noise-Aware Graph-Based Cognitive Diagnostic Framework Through Low-Rank Alignment AAAI 2026 NTSFormer: A Self-Teaching Graph Transformer for Multimodal Isolated Cold-Start Node Classification AAAI 2026 NumCoKE: Ordinal-Aware Numerical Reasoning over Knowledge Graphs with Mixture-of-Experts and Contrastive Learning AAAI 2026 On Stealing Graph Neural Network Models AAAI 2026 Optimizing LoRA Allocation of MoE with the Alignment of Topic Correlation AAAI 2026 PAGE: A Unified Approach for Federated Graph Unlearning AAAI 2026 PAGPL: Privacy-Aware Graph Prompt Learning Scheme via Adaptive Perturbation-Estimated Topology Recovery AAAI 2026 Pareto-Based Heterogeneous Knowledge Distillation for MLPs on Graphs AAAI 2026 Pb4U-GNet: Resolution-Adaptive Garment Simulation via Propagation-before-Update Graph Network AAAI 2026 PEGNet: A Physics-Embedded Graph Network for Long-Term Stable Multiphysics Simulation AAAI 2026 Permutation Equivariant Framelet-based Hypergraph Neural Networks AAAI 2026 Personality-guided Public-Private Domain Disentangled Hypergraph-Former Network for Multimodal Depression Detection AAAI 2026 Physically-Informed Flow Matching with Graph Neural Networks for Complex Fluid Dynamics AAAI 2026 Physical-regularized Hierarchical Generative Model for Metallic Glass Structural Generation and Energy Prediction AAAI 2026 PLA-MGRA: Multi-Granularity and Relation-Aware Learning for Efficient and Generalizable Protein-Ligand Binding Affinity Prediction AAAI 2026 Posterior Label Smoothing for Node Classification AAAI 2026 PP-Brep: Few-Shot B-rep Classification with Hybrid Graph Representation CVPR 2026 Prior Refinement Is Better: Diffusion-Driven Graph Harmonization for Federated Graph Learning AAAI 2026 Privacy Auditing of Multi-Domain Graph Pre-Trained Model Under Membership Inference Attacks AAAI 2026 ProGMLP: A Progressive Framework for GNN-to-MLP Knowledge Distillation with Efficient Trade-offs AAAI 2026 PUEB-DimASR at SemEval-2026 Task 3: Escaping the Mean Regression Trap with Graph-Enhanced Transformers for Dimensional Aspect-Based Sentiment Regression SemEval 2026 R2G: A Multi-View Circuit Graph Benchmark Suite from RTL to GDSII CVPR 2026