Workshop Program (Nov 15, 2026, 1:30 PM - 6:00 PM, Room Berlin 2)
Session Chair: Dr. Pengyang Wang

1:30 PM - 1:35 PMWelcome from the Organizers, Dr. Pengyang Wang (University of Macau, China)
1:35 PM - 2:15 PMKeynote Talk: From Generating Cities to Editing Cities: Agents That Act on Spatiotemporal Systems Prof. Dongjie Wang, North East Normal University
2:15 PM - 2:35 PMContext-Aware Granules Support Remote Wildlife Monitoring Through Stable Movement-State Discovery
Adam Kiersztyn, Wanda Olech-Piasecka, Rafał Łopucki, Kajetan Perzanowski, Aleksander Bołbot, and Kacper Romaniuk
2:35 PM - 2:55 PMTowards Deep Spatial Emulators for Reconstructing Ocean Carbon Uptake
Sweety Mohanty, Daniyal Kazempour, Jakob Meggendorfer, Lavinia Patara, Willi Rath, and Peer Kröger
2:55 PM - 3:15 PMD-TINs for Track-Sampled Ice Sheet Surface Reconstruction from Satellite Altimetry Data
Xiaoyu Xia, Noah Bergam, and Abani Patra
3:15 PM - 3:35 PMHeterogeneous Spatiotemporal Graph Networks for Corporate Credit Default Early Warning
Tommy C.H. Ho, Vincent C.S. Lee, and Arif Perdana
3:35 PM - 3:50 PMCoffee Break
3:50 PM - 4:10 PMPhaseMamba: Time-Aware Mamba Backbone with Phase-Level Transformer Attention for Sequential Recommendation
Liangju Huang, Haodong Yang, and Jia Cai
4:10 PM - 4:30 PMPowerful Switchback Experiments -- Or Not?
Sergei Pankratev
4:30 PM - 4:50 PMA Skillized Dual-Memory Agent Framework for Intent-Aware Freight Routing
Lin Zhang, Yangjinjin Liu, Yifei Luo, Junjie Li, Yu Liu, Ye Shi, and Xingliao Wan
4:50 PM - 5:10 PMSAECP: Scale-Aware Error-Correction Probabilistic Forecasting for Sparse Hierarchical Time Series
Shengnan Di, Zhidong Li, Bin Liang, Fang Chen, and Jianlong Zhou
5:10 PM - 5:15 PMBreak
5:15 PM - 5:35 PMDCD: Decomposition-based Causal Discovery from Autocorrelated and Non-Stationary Temporal Data
Muhammad Hasan Ferdous and Md Osman Gani
5:35 PM - 5:55 PMWhen Does Physics Beat Data? Data-Efficient Traffic State Estimation with Amortized PINNs
Anna Lazareva and Alexander Tarakanov
5:55 PM - 6:00 PMClosing Remarks, Dr. Pengyang Wang