Evolving Graph Learning for Out-of-Distribution Generalization in Non-stationary EnvironmentsIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2025 |
DeCaf: A Causal Decoupling Framework for OOD Generalization on Node
ClassificationInternational Conference on Artificial Intelligence and Statistics (AISTATS), 2024 |
Bridged-GNN: Knowledge Bridge Learning for Effective Knowledge TransferInternational Conference on Information and Knowledge Management (CIKM), 2023 |
Predicting the Silent Majority on Graphs: Knowledge Transferable Graph
Neural NetworkThe Web Conference (WWW), 2023 |
Out-Of-Distribution Generalization on Graphs: A SurveyIEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), 2022 |
Benchmarking Graph Neural NetworksJournal of machine learning research (JMLR), 2023 |