Graph Neural Networks

Expand Horizon: Graph Out-of-Distribution Generalization via Multi-Level Environment Inference AAAI 2025 Explainable Graph Neural Networks via Structural Externalities IJCAI 2025 Explainable Graph Representation Learning via Graph Pattern Analysis IJCAI 2025 Exploiting Inter-Sample Information for Long-Tailed Out-of-Distribution Detection WACV 2025 Exploiting Text Semantics for Few and Zero Shot Node Classification on Text-attributed Graph IJCAI 2025 Exploring Graph Representations of Logical Forms for Language Modeling ACL 2025 Exploring Large Language Models for Effective Rumor Detection on Social Media NAACL 2025 Exploring Rationale Learning for Continual Graph Learning AAAI 2025 Exploring the Over-smoothing Problem of Graph Neural Networks for Graph Classification: An Entropy-based Viewpoint IJCAI 2025 Expressive Power of Graph Neural Networks for (Mixed-Integer) Quadratic Programs ICML 2025 Expressive Power of Temporal Message Passing AAAI 2025 fairGNN-WOD: Fair Graph Learning Without Complete Demographics IJCAI 2025 FairGP: A Scalable and Fair Graph Transformer Using Graph Partitioning AAAI 2025 Fair Graph U-Net: A Fair Graph Learning Framework Integrating Group and Individual Awareness AAAI 2025 Fair Text-Attributed Graph Representation Learning EMNLP 2025 Faithful and Accurate Self-Attention Attribution for Message Passing Neural Networks via the Computation Tree Viewpoint AAAI 2025 FAP-CD: Fairness-Driven Age-Friendly Community Planning via Conditional Diffusion Generation AAAI 2025 FastPERT: Towards Fast Microservice Application Latency Prediction via Structural Inductive Bias over PERT Networks AAAI 2025 Fast Track to Winning Tickets: Repowering One-Shot Pruning for Graph Neural Networks AAAI 2025 FedBG: Proactively Mitigating Bias in Cross-Domain Graph Federated Learning Using Background Data IJCAI 2025 Federated Graph Anomaly Detection Through Contrastive Learning with Global Negative Pairs AAAI 2025 Federated Graph Condensation with Information Bottleneck Principles AAAI 2025 Federated Multi-view Graph Clustering with Incomplete Attribute Imputation IJCAI 2025 Federated Node-Level Clustering Network with Cross-Subgraph Link Mending ICML 2025 Federated Voxel Scene Graph for Intracranial Hemorrhage WACV 2025