Graph Neural Networks

Explanations of GNN on Evolving Graphs via Axiomatic Layer edges ICLR 2025 Exploring Graph Representations of Logical Forms for Language Modeling ACL 2025 Exploring the Over-smoothing Problem of Graph Neural Networks for Graph Classification: An Entropy-based Viewpoint IJCAI 2025 Faithful and Accurate Self-Attention Attribution for Message Passing Neural Networks via the Computation Tree Viewpoint AAAI 2025 Fast Globally Optimal and Geometrically Consistent 3D Shape Matching ICCV 2025 Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks AAAI 2025 Federated Graph-Level Clustering Network AAAI 2025 FGDGNN: Fine-Grained Dynamic Graph Neural Network for Rumor Detection on Social Media ACL 2025 Finding your MUSE: Mining Unexpected Solutions Engine EMNLP 2025 GBGC: Efficient and Adaptive Graph Coarsening via Granular-ball Computing IJCAI 2025 GeAR: Graph-enhanced Agent for Retrieval-augmented Generation ACL 2025 GG-SSMs: Graph-Generating State Space Models CVPR 2025 GNN-Transformer Cooperative Architecture for Trustworthy Graph Contrastive Learning AAAI 2025 GraDaSE: Graph-Based Dataset Search with Examples EMNLP 2025 GRAIN: Multi-Granular and Implicit Information Aggregation Graph Neural Network for Heterophilous Graphs AAAI 2025 GRAPE: Heterogeneous Graph Representation Learning for Genetic Perturbation with Coding and Non-Coding Biotype IJCAI 2025 Graph-Based Cross-Domain Knowledge Distillation for Cross-Dataset Text-to-Image Person Retrieval AAAI 2025 Graph Coarsening via Supervised Granular-Ball for Scalable Graph Neural Network Training AAAI 2025 Graph Contrastive Learning with Joint Spectral Augmentation of Attribute and Topology AAAI 2025 Graphically Speaking: Unmasking Abuse in Social Media with Conversation Insights ACL 2025 Graph Machine Learning based Doubly Robust Estimator for Network Causal Effects AISTATS 2025 GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025 Graph Random Walk with Feature-Label Space Alignment: A Multi-Label Feature Selection Method IJCAI 2025 Graph Structure Learning for Spatial-Temporal Imputation: Adapting to Node and Feature Scales AAAI 2025 GraSP: Simple Yet Effective Graph Similarity Predictions AAAI 2025