Graph Neural Networks

Relation-Aware Diffusion for Heterogeneous Graphs with Partially Observed Features ICLR 2025 Relation-Aware Equivariant Graph Networks for Epitope-Unknown Antibody Design and Specificity Optimization AAAI 2025 Relation Logical Reasoning and Relation-aware Entity Encoding for Temporal Knowledge Graph Reasoning COLING 2025 Replacing Paths with Connection-Biased Attention for Knowledge Graph Completion AAAI 2025 Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks IJCAI 2025 Residual Connections and Normalization Can Provably Prevent Oversmoothing in GNNs ICLR 2025 Residual Reweighted Conformal Prediction for Graph Neural Networks UAI 2025 Responsive Dynamic Graph Disentanglement for Metro Flow Forecasting AAAI 2025 Rethinking Cancer Gene Identification Through Graph Anomaly Analysis AAAI 2025 Rethinking Federated Graph Learning: A Data Condensation Perspective IJCAI 2025 Rethinking Graph Neural Networks From A Geometric Perspective Of Node Features ICLR 2025 Rethinking Smoothness for Fast and Adaptable Entity Alignment Decoding NAACL 2025 Rethinking the role of frames for SE(3)-invariant crystal structure modeling ICLR 2025 Revisiting Graph Contrastive Learning on Anomaly Detection: A Structural Imbalance Perspective AAAI 2025 Revisiting Multimodal Emotion Recognition in Conversation from the Perspective of Graph Spectrum AAAI 2025 Revisiting Random Walks for Learning on Graphs ICLR 2025 Revolutionizing Encrypted Traffic Classification with MH-Net: A Multi-View Heterogeneous Graph Model AAAI 2025 Rhomboid Tiling for Geometric Graph Deep Learning ICML 2025 RingFormer: A Ring-Enhanced Graph Transformer for Organic Solar Cell Property Prediction AAAI 2025 Robust Graph Based Social Recommendation Through Contrastive Multi-View Learning AAAI 2025 Robust Heterogeneous Graph Classification for Molecular Property Prediction with Information Bottleneck AAAI 2025 Robustness Inspired Graph Backdoor Defense ICLR 2025 Robust Spatio-Temporal Centralized Interaction for OOD Learning ICML 2025 ROS: A GNN-based Relax-Optimize-and-Sample Framework for Max-k-Cut Problems ICML 2025 RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning EMNLP 2025