2 papers
cs.LG2025
Counterfactual experience augmented off-policy reinforcement learning
Sunbowen Lee, Yicheng Gong, Chao Deng
Reinforcement learning control algorithms face significant challenges due to out-of-distribution and inefficient exploration problems. While model-based reinforcement learning enha…
cs.MA2024
MacLight: Multi-scene Aggregation Convolutional Learning for Traffic Signal Control
Sunbowen Lee, Hongqin Lyu, Yicheng Gong +2
Reinforcement learning methods have proposed promising traffic signal control policy that can be trained on large road networks. Current SOTA methods model road networks as topolog…