Graph Neural Networks

TMetaNet: Topological Meta-Learning Framework for Dynamic Link Prediction ICML 2025 Tokenphormer: Structure-aware Multi-token Graph Transformer for Node Classification AAAI 2025 TopInG: Topologically Interpretable Graph Learning via Persistent Rationale Filtration ICML 2025 Topological Blindspots: Understanding and Extending Topological Deep Learning Through the Lens of Expressivity ICLR 2025 Topology-Aware Dynamic Reweighting for Distribution Shifts on Graph ICML 2025 Topology-Aware Gated Graph Neural Network for Social Bot Detection IJCNLP 2025 Topology-aware Neural Flux Prediction Guided by Physics ICML 2025 TopoTune: A Framework for Generalized Combinatorial Complex Neural Networks ICML 2025 Toward Data-centric Directed Graph Learning: An Entropy-driven Approach ICML 2025 Towards a Complete Logical Framework for GNN Expressiveness ICLR 2025 Towards Addressing Frontiers in Graph Generation AAAI 2025 Towards Bridging Generalization and Expressivity of Graph Neural Networks ICLR 2025 Towards characterizing the value of edge embeddings in Graph Neural Networks ICML 2025 Towards Comprehensive and Prerequisite-Free Explainer for Graph Neural Networks IJCAI 2025 Towards Continuous Reuse of Graph Models via Holistic Memory Diversification ICLR 2025 Towards Database-Free Text-to-SQL Evaluation: A Graph-Based Metric for Functional Correctness COLING 2025 Towards Efficient Collaboration via Graph Modeling in Reinforcement Learning AAAI 2025 Towards Explaining the Power of Constant-depth Graph Neural Networks for Structured Linear Programming ICLR 2025 Towards Fair Graph Learning without Demographic Information AISTATS 2025 Towards Generalization Bounds of GCNs for Adversarially Robust Node Classification ICLR 2025 Towards Global-Topology Relation Graph for Inductive Knowledge Graph Completion AAAI 2025 Towards Graph Foundation Models: Learning Generalities Across Graphs via Task-Trees ICML 2025 Towards Precise Prediction Uncertainty in GNNs: Refining GNNs with Topology-grouping Strategy AAAI 2025 Towards Scalable and Deep Graph Neural Networks via Noise Masking AAAI 2025 TRACI: A Data-centric Approach for Multi-Domain Generalization on Graphs AAAI 2025