445 citations · 888 across the 21 of their papers we have counts for
4 papers · 1 filter
SafeLight: A Reinforcement Learning Method toward Collision-free Traffic Signal Control
Wenlu Du, Junyi Ye, Jingyi Gu +3
Traffic signal control is safety-critical for our daily life. Roughly one-quarter of road accidents in the U.S. happen at intersections due to problematic signal timing, urging the…
LibSignal: An Open Library for Traffic Signal Control
Hao Mei, Xiaoliang Lei, Longchao Da +2
This paper introduces a library for cross-simulator comparison of reinforcement learning models in traffic signal control tasks. This library is developed to implement recent state…
Honor of Kings Arena: an Environment for Generalization in Competitive Reinforcement Learning
Hua Wei, Jingxiao Chen, Xiyang Ji +11
This paper introduces Honor of Kings Arena, a reinforcement learning (RL) environment based on Honor of Kings, one of the world's most popular games at present. Compared to other e…
Modeling Network-level Traffic Flow Transitions on Sparse Data
Xiaoliang Lei, Hao Mei, Bin Shi +1
Modeling how network-level traffic flow changes in the urban environment is useful for decision-making in transportation, public safety and urban planning. The traffic flow system…