Graph Neural Networks

Spreading Out-of-Distribution Detection on Graphs ICLR 2025 Stable Fair Graph Representation Learning with Lipschitz Constraint ICML 2025 State Encodings for GNN-Based Lifted Planners AAAI 2025 State Feedback Enhanced Graph Differential Equations for Multivariate Time Series Forecasting IJCAI 2025 ST-FiT: Inductive Spatial-Temporal Forecasting with Limited Training Data AAAI 2025 STLSP: Integrating Structure and Text with Large Language Models for Link Sign Prediction of Networks IJCAI 2025 STNAGNN: Data-driven Spatio-temporal Brain Connectivity beyond FC MIDL 2025 Strategy-Architecture Synergy: A Multi-View Graph Contrastive Paradigm for Consistent Representations IJCAI 2025 Structural Entropy Guided Unsupervised Graph Out-Of-Distribution Detection AAAI 2025 Structural Patent Classification Using Label Hierarchy Optimization EMNLP 2025 Structure-Adaptive Multi-View Graph Clustering for Remote Sensing Data AAAI 2025 Structure-Aware Handwritten Text Recognition via Graph-Enhanced Cross-Modal Mutual Learning IJCAI 2025 Structure Balance and Gradient Matching-Based Signed Graph Condensation AAAI 2025 Structuring Benchmark into Knowledge Graphs to Assist Large Language Models in Retrieving and Designing Models ICLR 2025 Subgraph Aggregation for Out-of-Distribution Generalization on Graphs AAAI 2025 Subgraph Federated Learning for Local Generalization ICLR 2025 Subgraph Invariant Learning Towards Large-Scale Graph Node Classification AAAI 2025 Sub-Interest-Aware Representation Uniformity for Recommender System AAAI 2025 SUICA: Learning Super-high Dimensional Sparse Implicit Neural Representations for Spatial Transcriptomics ICML 2025 Suit the Node Pair to the Case: A Multi-Scale Node Pair Grouping Strategy for Graph-MLP Distillation IJCAI 2025 Supercharging Graph Transformers with Advective Diffusion ICML 2025 SVD-GCL: A Noise-Augmented Hybrid Graph Contrastive Learning Framework for Recommendation COLING 2025 Systematic Relational Reasoning With Epistemic Graph Neural Networks ICLR 2025 TabGLM: Tabular Graph Language Model for Learning Transferable Representations Through Multi-Modal Consistency Minimization AAAI 2025 Taming Language Models for Text-attributed Graph Learning with Decoupled Aggregation ACL 2025