Graph Neural Networks

Primal-Dual Neural Algorithmic Reasoning ICML 2025 Primphormer: Efficient Graph Transformers with Primal Representations ICML 2025 Probing Relative Interaction and Dynamic Calibration in Multi-modal Entity Alignment ACL 2025 Prompt-based Unifying Inference Attack on Graph Neural Networks AAAI 2025 Propagate and Inject: Revisiting Propagation-Based Feature Imputation for Graphs with Partially Observed Features ICML 2025 ProtComposer: Compositional Protein Structure Generation with 3D Ellipsoids ICLR 2025 Provably Robust Explainable Graph Neural Networks against Graph Perturbation Attacks ICLR 2025 Pruning for GNNs: Lower Complexity with Comparable Expressiveness ICML 2025 PScalpel: A Machine Learning-based Guider for Protein Phase-Separating Behaviour Alteration AAAI 2025 Pushing the Limits of All-Atom Geometric Graph Neural Networks: Pre-Training, Scaling, and Zero-Shot Transfer ICLR 2025 Quadruple Attention in Many-body Systems for Accurate Molecular Property Predictions ICML 2025 Query-Based and Unnoticeable Graph Injection Attack from Neighborhood Perspective IJCAI 2025 Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models ACL 2025 R²-CoD: Understanding Text-Graph Complementarity in Relational Reasoning via Knowledge Co-Distillation IJCNLP 2025 Rationalizing and Augmenting Dynamic Graph Neural Networks ICLR 2025 Reaction Graph: Towards Reaction-Level Modeling for Chemical Reactions with 3D Structures ICML 2025 ReassembleNet: Learnable Keypoints and Diffusion for 2D Fresco Reconstruction ICCV 2025 REBIND: Enhancing Ground-state Molecular Conformation Prediction via Force-Based Graph Rewiring ICLR 2025 Reconsidering Faithfulness in Regular, Self-Explainable and Domain Invariant GNNs ICLR 2025 RecStream: Graph-aware Stream Management for Concurrent Recommendation Model Online Serving COLING 2025 Redundancy Undermines the Trustworthiness of Self-Interpretable GNNs ICML 2025 Refine then Classify: Robust Graph Neural Networks with Reliable Neighborhood Contrastive Refinement AAAI 2025 Reinforcement Active Client Selection for Federated Heterogeneous Graph Learning AAAI 2025 Relational Conformal Prediction for Correlated Time Series ICML 2025 Relational Invariant Learning for Robust Solvation Free Energy Prediction ICML 2025