FutureLight: An Efficient Future Traffic Data-Driven Reinforcement Learning Framework for Traffic Signal Controls

Authors

• 1. Zizhuo Xu (Hong Kong University of Science and Technology)
• 2. Haolun Ma (Hong Kong University of Science and Technology)
• 3. Lei Li (Hong Kong University of Science and Technology)
• 4. Zhiyuan Wang (Hong Kong University of Science and Technology)
• 5. Yunjie Huang (Hong Kong University of Science and Technology)
• 6. Xiaofang Zhou (Hong Kong University of Science and Technology)

@article{xu_vldb26,
        title = {{FutureLight: An Efficient Future Traffic Data-Driven Reinforcement Learning Framework for Traffic Signal Controls}},
        author = {Xu, Zizhuo and Ma, Haolun and Li, Lei and Wang, Zhiyuan and Huang, Yunjie and Zhou, Xiaofang},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {9},
        pages = {2344--2357},
        doi = {10.14778/3819518.3819555},
        url = {https://doi.org/10.14778/3819518.3819555},
        year = {2026}
}

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