Publications

2025

  1. arXiv
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    Aligning LLM with human travel choices: a persona-based embedding learning approach
    Tianming Liu, Manzi Li, and Yafeng Yin
    arXiv preprint arXiv:2505.19003, 2025
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  2. arXiv
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    Valuing Time in Silicon: Can Large Language Model Replicate Human Value of Travel Time
    Yingnan Yan, Tianming Liu, and Yafeng Yin
    arXiv preprint arXiv:2507.22244, 2025
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  3. iScience
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    Comparing AI and human decision-making mechanisms in daily collaborative experiments
    Linghao Wang, Zheyuan Jiang, Chenke Hu, and 8 more authors
    iScience, 2025
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  4. AAAI workshop
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    Llm-abm for transportation: Assessing the potential of llm agents in system analysis
    Tianming Liu, Jirong Yang, and Yafeng Yin
    Accepted to AAAI workshop "AI for Urban Planning", 2025
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  5. AI4T
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    Toward llm-agent-based modeling of transportation systems: A conceptual framework
    Tianming Liu, Jirong Yang, and Yafeng Yin
    Artificial Intelligence for Transportation, 2025
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2024

  1. TRB
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    Bounded Rationality in Ride-Sourcing Drivers’ Dwelling at Transportation Terminals: A Behavioral Queueing Analysis
    Tianming Liu, Zhengtian Xu, Jussi Keppo, and 2 more authors
    Available at SSRN 5050040, Accepted by the 104th TRB Annual Meeting, 2024
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  2. TRB
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    Can large language models capture human travel behavior? evidence and insights on mode choice
    Tianming Liu, Manzi Li, and Yafeng Yin
    Available at SSRN 4937575, Accepted by the 104th TRB Annual Meeting, 2024
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2023

  1. TRC
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    Threshold-based incentives for ride-sourcing drivers: Implications on supply management and welfare effects
    Tianming Liu, Zhengtian Xu, Daniel Vignon, and 3 more authors
    Transportation Research Part C: Emerging Technologies, 2023
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  2. TRC
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    Effects of threshold-based incentives on drivers’ labor supply behavior
    Tianming Liu, Zhengtian Xu, Daniel Vignon, and 3 more authors
    Transportation Research Part C: Emerging Technologies, 2023
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