node classification

Implicit vs Unfolded Graph Neural Networks JMLR 2025 Improving Graph Neural Networks by Learning Continuous Edge Directions ICLR 2025 Integrating Co-Training with Edge Discrimination to Enhance Graph Neural Networks Under Heterophily AAAI 2025 Joint Graph Rewiring and Feature Denoising via Spectral Resonance ICLR 2025 Leveraging Large Language Models for Node Generation in Few-Shot Learning on Text-Attributed Graphs AAAI 2025 Leveraging Personalized PageRank and Higher-Order Topological Structures for Heterophily Mitigation in Graph Neural Networks IJCAI 2025 LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025 LLM-Based Multi-Agent Systems are Scalable Graph Generative Models ACL 2025 Matcha: Mitigating Graph Structure Shifts with Test-Time Adaptation ICLR 2025 Mitigating Over-Smoothing in Graph Neural Networks via Separation Coefficient-Guided Adaptive Graph Structure Adjustment IJCAI 2025 ML-GOOD: Towards Multi-Label Graph Out-Of-Distribution Detection AAAI 2025 Multi-Label Node Classification with Label Influence Propagation ICLR 2025 Multiplex Graph Representation Learning with Homophily and Consistency AAAI 2025 MuseGNN: Forming Scalable, Convergent GNN Layers that Minimize a Sampling-Based Energy ICLR 2025 NLGT: Neighborhood-based and Label-enhanced Graph Transformer Framework for Node Classification AAAI 2025 Node Identifiers: Compact, Discrete Representations for Efficient Graph Learning ICLR 2025 Node-Time Conditional Prompt Learning in Dynamic Graphs ICLR 2025 Normalize Then Propagate: Efficient Homophilous Regularization for Few-Shot Semi-Supervised Node Classification AAAI 2025 Open-Set Cross-Network Node Classification via Unknown-Excluded Adversarial Graph Domain Alignment AAAI 2025 Open-Set Graph Anomaly Detection via Normal Structure Regularisation ICLR 2025 Physics-Guided Fair Graph Sampling for Water Temperature Prediction in River Networks AAAI 2025 Query-Based and Unnoticeable Graph Injection Attack from Neighborhood Perspective IJCAI 2025 Representation Learning with Mutual Influence of Modalities for Node Classification in Multi-Modal Heterogeneous Networks IJCAI 2025 Residual Reweighted Conformal Prediction for Graph Neural Networks UAI 2025 Rethinking Graph Neural Networks From A Geometric Perspective Of Node Features ICLR 2025