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Guorui Quan

2 accepted papers

2024

Learning Constraints from Offline Demonstrations via Superior Distribution Correction Estimation

ICML 2024poster

An effective approach for learning both safety constraints and control policies is Inverse Constrained Reinforcement Learning (ICRL). Previous ICRL algorithms commonly employ an online learning framework that permits unlimited sampling from an interactive environment. This setting, however, is infea…

2024

Modelling Competitive Behaviors in Autonomous Driving Under Generative World Model

ECCV 2024poster

"Modeling the trajectories of intelligent vehicles is an essential component of a traffic-simulating system. However, such trajectory predictors are typically trained to imitate the movements of human drivers. The imitation models often fall short of capturing safety-critical events residing in the…