DataLight: Offline Data-Driven Traffic Signal Control

arXiv:2303.10828 · cs.LG, cs.AI · Submitted 2023-03-20 · Read on arXiv

cs.LG, cs.AI

Submitted: 2023-03-20

Updated: 2024-05-02

Comments: 15 pages, 3 figures

Journal ref: Machine Learning and Knowledge Discovery in Databases. Research Track. ECML PKDD 2026, Lecture Notes in Computer Science, vol. 16945, Springer, Cham (2027)

DOI: 10.1007/978-3-032-37670-1_17

Code: https://github.com/LiangZhang1996/DataLight

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Reinforcement Learning (RL) — 1× in this paper · explained in 25 episodes
• Reward Function — 1× in this paper · explained in 3 episodes

Sources

• A Survey on Traffic Signal Control Methods
• Behavior Regularized Offline Reinforcement Learning
• Diagnosing Reinforcement Learning for Traffic Signal Control

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