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1st UMFM 2025: Minneapolis, MN, USA
- Shushman Choudhury, Neha Arora, Cyrus Shahabi:

Proceedings of the 1st ACM SIGSPATIAL International Workshop on Urban Mobility Foundation Models, UMFM 2025, Minneapolis, MN, USA, November 3-6, 2025. ACM 2025, ISBN 979-8-4007-2188-5
Urban Mobility Foundation Models
- Song Gao

:
Issues on Pre-Training and Applications of Urban Mobility Foundation Models. 1-3 - Mohammad Hashemi

, Andreas Züfle
:
From Points to Places: Towards Human Mobility-Driven Spatiotemporal Foundation Models via Understanding Places. 4-6 - Ryuichi Sudo

, Keichii Ochai
, Hiroyuki Toda
:
From Trajectories to Semantic Mobility: Context-Aware Embedding for Route Recommendation. 7-9 - Min Namgung

, JangHyeon Lee
, Yijun Lin
, Yao-Yi Chiang
:
Capturing Shared and Unique Information in Multimodal Region Representations for Urban Mobility Prediction. 10-12 - Jon Atkins

, João Rulff
, Cláudio T. Silva
, Maryam Hosseini
:
StreetTransformer: Precedent Retrieval and Multimodal Fusion with Vision Language Models. 13-14 - Mohamed Hemdan

, Youssef Hussein
, Mohamed F. Mokbel
:
Large Language Models for Spatial Analysis Tasks. 15-18 - DongHak Lee

, Jiayi Weng
, Vaidehi Raipat
, Takahiro Yabe
:
Evaluating the Predictability of Disaster Evacuation Behavior using LLM Agent Simulations. 19-21 - Siyu Li

, Toan Tran
, Lingyi Zhao
, Khurram Shafique
, Li Xiong
:
Towards Foundation Model-based Generation of Human Mobility Trajectories. 22-24

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