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Human mobility simulation plays a crucial role in various real-world applications.
The scaling laws of human travel
Dirk Brockmann, Lars Hufnagel, and Theo Geisel · 2006
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Elements of urban form
Nicola Dempsey, Caroline Brown, Shibu Raman, Sergio Porta, Mike Jenks, Colin Jones, and Glen Bramley · 2010
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Structure of urban movements: polycentric activity and entangled hierarchical flows
Camille Roth, Soong Moon Kang, Michael Batty, and Marc Barthélemy · 2011
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The scaling of human mobility by taxis is exponential
Xiao Liang, Xudong Zheng, Weifeng Lv, Tongyu Zhu, and Ke Xu · 2012
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The timegeo modeling framework for urban mobility without travel surveys
Shan Jiang, Yingxiang Yang, Siddharth Gupta, Daniele Veneziano, Shounak Athavale, and Marta C González · 2016
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Data-driven generation of spatio-temporal routines in human mobility
Luca Pappalardo and Filippo Simini · 2018
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An extended exploration and preferential return model for human mobility simulation at individual and collective levels
Jianying Wang, Lei Dong, Ximeng Cheng, Weijun Yang, and Yu Liu · 2019
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Language models are few-shot learners
Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, et al · 2020
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Learning to simulate human mobility
Jie Feng, Zeyu Yang, Fengli Xu, Haisu Yu, Mudan Wang, and Yong Li · 2020
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Introducing chatgpt
OpenAI · 2022
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Emergent abilities of large language models
Jason Wei, Yi Tay, Rishi Bommasani, Colin Raffel, Barret Zoph, Sebastian Borgeaud, Dani Yogatama, Maarten Bosma, Denny Zhou, Donald Metzler, et al · 2022
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Activity trajectory generation via modeling spatiotemporal dynamics
Yuan Yuan, Jingtao Ding, Huandong Wang, Depeng Jin, and Yong Li · 2022
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Are large language models geospatially knowledgeable?
Prabin Bhandari, Antonios Anastasopoulos, and Dieter Pfoser · 2023
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S3: Social-network simulation system with large language model-empowered agents
Chen Gao, Xiaochong Lan, Zhihong Lu, Jinzhu Mao, Jinghua Piao, Huandong Wang, Depeng Jin, and Yong Li · 2023
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Language models represent space and time
Wes Gurnee and Max Tegmark · 2023
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Practical synthetic human trajectories generation based on variational point processes
Qingyue Long, Huandong Wang, Tong Li, Lisi Huang, Kun Wang, Qiong Wu, Guangyu Li, Yanping Liang, Li Yu, and Yong Li · 2023
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On the opportunities and challenges of foundation models for geospatial artificial intelligence
Gengchen Mai, Weiming Huang, Jin Sun, Suhang Song, Deepak Mishra, Ninghao Liu, Song Gao, Tianming Liu, Gao Cong, Yingjie Hu, et al · 2023
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Geollm: Extracting geospatial knowledge from large language models
Rohin Manvi, Samar Khanna, Gengchen Mai, Marshall Burke, David Lobell, and Stefano Ermon · 2023
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Future directions in human mobility science
Trajagent: An agent framework for unified trajectory modelling
Yuwei Du, Jie Feng, Jie Zhao, and Yong Li · 2024
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Citygpt: Empowering urban spatial cognition of large language models
Jie Feng, Tianhui Liu, Yuwei Du, Siqi Guo, Yuming Lin, and Yong Li · 2024
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Large language models empowered agent-based modeling and simulation: A survey and perspectives
Chen Gao, Xiaochong Lan, Nian Li, Yuan Yuan, Jingtao Ding, Zhilun Zhou, Fengli Xu, and Yong Li · 2024
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Mobility-llm: Learning visiting intentions and travel preference from human mobility data with large language models
Letian Gong, Yan Lin, Yiwen Lu, Xuedi Han, Yichen Liu, Shengnan Guo, Youfang Lin, Huaiyu Wan, et al · 2024
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Towards full delegation: Designing ideal agentic behaviors for travel planning
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Luca Pappalardo, Ed Manley, Vedran Sekara, and Laura Alessandretti · 2023
Cited alongside, same era.
Gpt4geo: How a language model sees the world’s geography
Jonathan Roberts, Timo Lüddecke, Sowmen Das, Kai Han, and Samuel Albanie · 2023
Cited alongside, same era.
Llama 2: Open foundation and fine-tuned chat models
Hugo Touvron, Louis Martin, Kevin Stone, Peter Albert, Amjad Almahairi, Yasmine Babaei, Nikolay Bashlykov, Soumya Batra, Prajjwal Bhargava, Shruti Bhosale, et al · 2023
Cited alongside, same era.
Where would i go next? large language models as human mobility predictors
Xinglei Wang, Meng Fang, Zichao Zeng, and Tao Cheng · 2023
Cited alongside, same era.
React: Synergizing reasoning and acting in language models
Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao · 2023
Cited alongside, same era.
Spatio-temporal diffusion point processes
Yuan Yuan, Jingtao Ding, Chenyang Shao, Depeng Jin, and Yong Li · 2023
Cited alongside, same era.
Spatial planning of urban communities via deep reinforcement learning
Yu Zheng, Yuming Lin, Liang Zhao, Tinghai Wu, Depeng Jin, and Yong Li · 2023
Cited alongside, same era.
Lamp: A language model on the map
Pasquale Balsebre, Weiming Huang, and Gao Cong · 2024
Cited alongside, same era.
Song Jiang, Da JU, Andrew Cohen, Sasha Mitts, Aaron Foss, Justine T Kao, Xian Li, and Yuandong Tian · 2024
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Be more real: Travel diary generation using llm agents and individual profiles
Xuchuan Li, Fei Huang, Jianrong Lv, Zhixiong Xiao, Guolong Li, and Yang Yue · 2024
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Act2loc: a synthetic trajectory generation method by combining machine learning and mechanistic models
Kang Liu, Xin Jin, Shifen Cheng, Song Gao, Ling Yin, and Feng Lu · 2024
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Large language models are geographically biased
Rohin Manvi, Samar Khanna, Marshall Burke, David Lobell, and Stefano Ermon · 2024
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Beyond imitation: Generating human mobility from context-aware reasoning with large language models
Chenyang Shao, Fengli Xu, Bingbing Fan, Jingtao Ding, Yuan Yuan, Meng Wang, and Yong Li · 2024
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Opencity: A scalable platform to simulate urban activities with massive llm agents
Yuwei Yan, Qingbin Zeng, Zhiheng Zheng, Jingzhe Yuan, Jie Feng, Jun Zhang, Fengli Xu, and Yong Li · 2024
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Neeko: Leveraging dynamic lora for efficient multi-character role-playing agent
Xiaoyan Yu, Tongxu Luo, Yifan Wei, Fangyu Lei, Yiming Huang, Hao Peng, and Liehuang Zhu · 2024
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Agentmove: A large language model based agentic framework for zero-shot next location prediction
Jie Feng, Yuwei Du, Jie Zhao, and Yong Li · 2025
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Jinghua Piao, Yuwei Yan, Jun Zhang, Nian Li, Junbo Yan, Xiaochong Lan, Zhihong Lu, Zhiheng Zheng, Jing Yi Wang, Di Zhou, et al · 2025
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Towards large reasoning models: A survey of reinforced reasoning with large language models
Fengli Xu, Qianyue Hao, Zefang Zong, Jingwei Wang, Yunke Zhang, Jingyi Wang, Xiaochong Lan, Jiahui Gong, Tianjian Ouyang, Fanjin Meng, et al · 2025
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