| 8:15 – 8:30 | Takahiro Yabe & Kota Tsubouchi | GISCUP Workshop Welcome | |
| 8:30 – 8:45 | Toru Shimizu | Organizers' Data Description | |
| 8:45 – 9:00 | Yijun Lin (University of Minnesota) | MoVER: Modeling User Heterogeneity with Enriched Trajectory Representations for Human Mobility Prediction | |
| 9:00 – 9:15 | Tianye Fang (Technical University of Munich) | Human Mobility Prediction with Multi-Task Curriculum Training | |
| 9:15 – 9:30 | Masahiro Suzuki (Sony Group Corporation) | Lightweight Personalized Human Mobility Prediction using Gradient-Boosted Decision Trees and Graph Neural Networks | |
| 9:30 – 9:45 | Chenhao Wang (University of Electronic Science and Technology of China) (Zoom) | Building Efficient LLM Pipeline for Human Mobility Prediction | Zoom |
| 9:45 – 10:00 | Keiichi Ochiai (Yokohama City University) | Trajectory Prediction Using Spatiotemporal BERT Leveraging Collective Trajectories | |
| 10:00 – 10:15 | Coffee Break |
| 10:15 – 10:30 | Yueyang Liu (Emory University) | Human Mobility Prediction via Sparse Mixture-of-Experts and Hybrid Multi-Scale Encoding | |
| 10:30 – 10:45 | Zhaoya Gong (Peking University) (Zoom) | Simple Yet Effective: Supervised Fine-Tuning of Large Language Models for Multi-City Human Mobility Prediction | Zoom |
| 10:45 – 11:00 | Sehoon Oh (Yonsei University) | CityCondBERT: Cross-City Transfer with GEO-BLEU-Sinkhorn Loss for Human Mobility Prediction | |
| 11:00 – 11:15 | Meisaku Suzuki (NTT DOCOMO, INC.) | Spatiotemporal Mobility Prediction via Cross-City-Aware Llama-3-8B-Mob | |
| 11:15 – 11:30 | Break |
| 11:30 – 11:45 | Xu Yang (Hong Kong Polytechnic University) (Zoom) | HuMob Predictor: Towards a Generalizable Model for Multi-City Individual Mobility Prediction | Zoom |
| 11:45 – 12:00 | Shoko Nukaya (KDDI Research) | BERT-based Human Mobility Prediction with Enhanced Features, Data Augmentation, and Epoch-wise Ensemble | |
| 12:00 – 12:15 | Haru Terashima (Nagoya University) | Multi-City Next Location Prediction through Mobility-Derived Multi-Pattern Transfer Learning | |
| 12:15 – 12:30 | Takahiro Yabe & Kota Tsubouchi | Closing | |
