node representation

Directing Uncertainty-Aware Information Flow for Robust Diffusion Prediction AAAI 2026 Feature-Centric Unsupervised Node Representation Learning Without Homophily Assumption AAAI 2026 SFGA: Similarity-Constrained Fusion Learning for Unsupervised Anomaly Detection in Multiplex Graphs AAAI 2026 Topology-Enhanced and Label Correlation-Aware Model for Protein-Protein Interaction Prediction AAAI 2026 An Out-Of-Distribution Membership Inference Attack Approach for Cross-Domain Graph Attacks IJCAI 2025 fairGNN-WOD: Fair Graph Learning Without Complete Demographics IJCAI 2025 GRAIN: Multi-Granular and Implicit Information Aggregation Graph Neural Network for Heterophilous Graphs AAAI 2025 HGOT: Self-supervised Heterogeneous Graph Neural Network with Optimal Transport ICML 2025 Hypergraph Clustering Network with Partial Attribute Imputation ICCV 2025 Learning State-Based Node Representations from a Class Hierarchy for Fine-Grained Open-Set Detection ICML 2025 LGA: LLM-GNN Aggregation for Temporal Evolution Attribute Graph Prediction EMNLP 2025 LLM Enhancers for GNNs: An Analysis from the Perspective of Causal Mechanism Identification ICML 2025 MGM: Global Understanding of Audience Overlap Graphs for Predicting the Factuality and the Bias of News Media NAACL 2025 Mitigating Message Imbalance in Fraud Detection with Dual-View Graph Representation Learning IJCAI 2025 One Node One Model: Featuring the Missing-Half for Graph Clustering AAAI 2025 PALA: Class-imbalanced Graph Domain Adaptation via Prototype-anchored Learning and Alignment IJCAI 2025 Self-supervised Masked Graph Autoencoder via Structure-aware Curriculum ICML 2025 Smoothness Really Matters: A Simple Yet Effective Approach for Unsupervised Graph Domain Adaptation AAAI 2025 Sub-Interest-Aware Representation Uniformity for Recommender System AAAI 2025 Type-Less yet Type-Aware Inductive Link Prediction with Pretrained Language Models EMNLP 2025 Uncertainty Modeling in Graph Neural Networks via Stochastic Differential Equations ICLR 2025 ADA-GAD: Anomaly-Denoised Autoencoders for Graph Anomaly Detection AAAI 2024 An Efficient Prototype-Based Clustering Approach for Edge Pruning in Graph Neural Networks to Battle Over-Smoothing IJCAI 2024 Automated Loss function Search for Class-imbalanced Node Classification ICML 2024 Beyond Redundancy: Information-aware Unsupervised Multiplex Graph Structure Learning NeurIPS 2024