Graph Neural Networks

MCI-Net: A Robust Multi-Domain Context Integration Network for Point Cloud Registration AAAI 2026 MCMA-Net++: Topology-Aware and Graph-Driven Glioma Segmentation in 3D MRI MIDL 2026 MemeWeaver: Inter-Meme Graph Reasoning for Sexism and Misogyny Detection EACL 2026 Meta Dynamic Graph for Traffic Flow Prediction AAAI 2026 MHopReg: Efficient Hierarchical Multi-Hop Graph Search for Point Cloud Registration CVPR 2026 MIRNet: Integrating Constrained Graph-Based Reasoning with Pre-training for Diagnostic Medical Imaging AAAI 2026 Mitigating Degree Bias in Hypergraphs via Attribute-as-Structure Approach EACL 2026 Mitigating Noise and Imbalance in Social Governance Graphs for Multi-Type Risk Assessment AAAI 2026 MMPG: MoE-based Adaptive Multi-Perspective Graph Fusion for Protein Representation Learning AAAI 2026 Model Agnostic Graph Prompt Learning for Crystal Property Prediction UAI 2026 MORGAN: To Bridge Mixture of Experts and Spectral Graph Neural Network AAAI 2026 Motion-Aware Graph Fusion Network for 3D Human Pose Estimation WACV 2026 MUG: Meta-path-aware Universal Heterogeneous Graph Pre-Training AAAI 2026 Multi-dimensional Adaptive Mix-hop Contextual Learning Framework for Universal Graph Anomaly Detection AAAI 2026 Multifaceted Scenario-Aware Hypergraph Learning for Next POI Recommendation AAAI 2026 Multi-Granular Graph Learning with Fine-Grained Behavioral Pattern Awareness for Session-Based Recommendation AAAI 2026 Multi-graph Fusion Cross-model Contrastive Learning for Recommendation AAAI 2026 MultiKD: Backdoor Defense in Federated Graph Learning via Attention-Guided Multi-Teacher Distillation AAAI 2026 Multi-knowledge Enhanced Graph Neural Network for Multi-trait Essay Scoring AAAI 2026 Multimodal Graph Representation Learning over Arbitrary Sets of Modalities WACV 2026 Multimodal Graph Representation Learning with Dynamic Information Pathways AAAI 2026 Multiplex Heterogeneous Graph Neural Networks with Euclidean-Riemannian Mutual Space Synergy AAAI 2026 Multi-View Differential Mixing and Graph-Guided Structural Region Selection for Cross-Modal Alignment AAAI 2026 Nested Graph Pseudo-Label Refinement for Noisy Label Domain Adaptation Learning AAAI 2026 Nestwork: Conditional 3D Furnished House Layout Generation through Latent Heterogeneous Graph Diffusion CVPR 2026