4 papers
Active Inverse Methods in Stackelberg Games with Bounded Rationality
Jianguo Chen, Jinlong Lei, Biqiang Mu +2
Inverse game theory is utilized to infer the cost functions of all players based on game outcomes. However, existing inverse game theory methods do not consider the learner as an a…
Hypergame-based Cognition Modeling and Intention Interpretation for Human-Driven Vehicles in Connected Mixed Traffic
Jianguo Chen, Zhengqin Liu, Jinlong Lei +3
With the practical implementation of connected and autonomous vehicles (CAVs), the traffic system is expected to remain a mix of CAVs and human-driven vehicles (HVs) for the forese…
An Automated Reinforcement Learning Reward Design Framework with Large Language Model for Cooperative Platoon Coordination
Dixiao Wei, Peng Yi, Jinlong Lei +2
Reinforcement Learning (RL) has demonstrated excellent decision-making potential in platoon coordination problems. However, due to the variability of coordination goals, the comple…
Emergence of cooperation promoted by higher-order strategy updates
Dini Wang, Peng Yi, Yiguang Hong +2
Cooperation is fundamental to human societies, and the interaction structure among individuals profoundly shapes its emergence and evolution. In real-world scenarios, cooperation p…