Graph Neural Networks

DisCo: Graph-Based Disentangled Contrastive Learning for Cold-Start Cross-Domain Recommendation AAAI 2025 Discrete Curvature Graph Information Bottleneck AAAI 2025 Discrete Diffusion Schrödinger Bridge Matching for Graph Transformation ICLR 2025 Disentangled Graph Spectral Domain Adaptation ICML 2025 Disentangled Modeling of Preferences and Social Influence for Group Recommendation AAAI 2025 Disentangled Multi-span Evolutionary Network against Temporal Knowledge Graph Reasoning ACL 2025 Disentangled Table-Graph Representation for Interpretable Transmission Line Fault Location AAAI 2025 Disentangling, Amplifying, and Debiasing: Learning Disentangled Representations for Fair Graph Neural Networks AAAI 2025 Disentangling Invariant Subgraph via Variance Contrastive Estimation under Distribution Shifts ICML 2025 Diss-l-ECT: Dissecting Graph Data with Local Euler Characteristic Transforms ICML 2025 DistillHGNN: A Knowledge Distillation Approach for High-Speed Hypergraph Neural Networks ICLR 2025 Distributed Conformal Prediction via Message Passing ICML 2025 DivGCL: A Graph Contrastive Learning Model for Diverse Recommendation AAAI 2025 Divide and Conquer: Coordinating Multiplex Mixture of Graph Learners to Handle Multi-Omics Analysis IJCAI 2025 Does GCL Need a Large Number of Negative Samples? Enhancing Graph Contrastive Learning with Effective and Efficient Negative Sampling AAAI 2025 Does Graph Prompt Work? A Data Operation Perspective with Theoretical Analysis ICML 2025 Domain Adaptive Unfolded Graph Neural Networks AAAI 2025 Do We Really Need Message Passing in Brain Network Modeling? ICML 2025 DragonTrack: Transformer-Enhanced Graphical Multi-Person Tracking in Complex Scenarios WACV 2025 Dual-branch Graph Feature Learning for NLOS Imaging AAAI 2025 Dual-Channel Interactive Graph Transformer for Traffic Classification with Message-Aware Flow Representation AAAI 2025 DUALFormer: Dual Graph Transformer ICLR 2025 DuoCLR: Dual-Surrogate Contrastive Learning for Skeleton-based Human Action Segmentation ICCV 2025 DVHGNN: Multi-Scale Dilated Vision HGNN for Efficient Vision Recognition CVPR 2025 DyGMAE: A Novel Dynamic Graph Masked Autoencoder for Link Prediction UAI 2025