Liu, Q. (2025) “Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach”, Proceedings of the AAAI Conference on Artificial Intelligence, 39(11), pp. 12192–12200. doi: 10.1609/aaai.v39i11.33328.