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

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Efficient large-scale traffic forecasting with transformers: A spatial data management perspective

Y Fang, Y Liang, B Hui, Z Shao, L Deng, X Liu… - arxiv preprint arxiv …, 2024 - arxiv.org
Road traffic forecasting is crucial in real-world intelligent transportation scenarios like traffic
dispatching and path planning in city management and personal traveling. Spatio-temporal …
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OffLight: An Offline Multi-Agent Reinforcement Learning Framework for Traffic Signal Control

R Bokade, X ** - arxiv preprint arxiv:2411.06601, 2024 - arxiv.org
Efficient traffic signal control is critical for modern urban mobility, but traditional systems often
struggle to adapt to complex city traffic patterns. Multi-Agent Reinforcement Learning, or …
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