Two papers “ADFormer: Aggregation Differential Transformer for Passenger Demand Forecasting” and “TrajCogn: Leveraging LLMs for Cognizing Movement Patterns and Travel Purposes from Trajectories” are accepted by IJCAI 2025, and congrats to Haichen, Zeyu and Yan!