CrossLight: Offline-to-Online Reinforcement Learning for Cross-City Traffic Signal Control

Q Sun, R Zha, L Zhang, J Zhou, Y Mei, Z Li… - Proceedings of the 30th …, 2024 - dl.acm.org
The recent advancements in Traffic Signal Control (TSC) have highlighted the potential of
Reinforcement Learning (RL) as a promising solution to alleviate traffic congestion. Current …

Urban-Focused Multi-Task Offline Reinforcement Learning with Contrastive Data Sharing

X Zhao, Y Zhang, X Zhang, Y Yang, Y **e… - Proceedings of the 30th …, 2024 - dl.acm.org
Enhancing diverse human decision-making processes in an urban environment is a critical
issue across various applications, including ride-sharing vehicle dispatching, public …