Reason--Imagine--Act: Closed-Loop LLM Decision Making with World Models for Autonomous Driving

Zhengqi Sun, Yiwen Sun, Boxuan Liu +3

Large language models (LLMs) are promising for autonomous driving, but semantics-only decision policies can yield physically unsafe behavior in dynamic traffic. Existing methods ei…