Graph Neural Networks

On Oversquashing in Graph Neural Networks Through the Lens of Dynamical Systems AAAI 2025 On the Expressive Power of Sparse Geometric MPNNs ICLR 2025 Open-Set Cross-Network Node Classification via Unknown-Excluded Adversarial Graph Domain Alignment AAAI 2025 OS-GCL: A One-Shot Learner in Graph Contrastive Learning IJCAI 2025 Persistent Homology of Topic Networks for the Prediction of Reader Curiosity ACL 2025 Pioneer: Physics-informed Riemannian Graph ODE for Entropy-increasing Dynamics AAAI 2025 POS-Aware Neural Approaches for Word Alignment in Dravidian Languages COLING 2025 PRAGA: Prototype-aware Graph Adaptive Aggregation for Spatial Multi-modal Omics Analysis AAAI 2025 PScalpel: A Machine Learning-based Guider for Protein Phase-Separating Behaviour Alteration AAAI 2025 PS-Mamba: Spatial-Temporal Graph Mamba for Pose Sequence Refinement ICCV 2025 Quantifying the Optimization and Generalization Advantages of Graph Neural Networks Over Multilayer Perceptrons AISTATS 2025 Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models ACL 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 Resolution-Alignment-Completion of Tabular Electronic Health Records via Meta-Path Generative Sampling ACL 2025 Rethinking Cancer Gene Identification Through Graph Anomaly Analysis AAAI 2025 RTE-GMoE: A Model-agnostic Approach for Relation Triplet Extraction via Graph-based Mixture-of-Expert Mutual Learning EMNLP 2025 S²DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion AAAI 2025 Scalable Implicit Graphon Learning AISTATS 2025 Seeing Beyond Noise: Joint Graph Structure Evaluation and Denoising for Multimodal Recommendation AAAI 2025 Selective Blocking for Message-Passing Neural Networks on Heterophilic Graphs UAI 2025 Self-Explainable Graph Transformer for Link Sign Prediction AAAI 2025 Sequence Structure Aware Retriever for Procedural Document Retrieval: A New Dataset and Baseline EMNLP 2025 Sifting through the Haystack - Efficiently Finding Rare Animal Behaviors in Large-Scale Datasets WACV 2025 SIGraph: Saliency Image-Graph Network for Retinal Disease Classification in Fundus Image AAAI 2025