C-TRAIL: A Commonsense World Framework for Trajectory Planning in Autonomous Driving

Zhihong Cui, Haoran Tang, Tianyi Li +4

Trajectory planning for autonomous driving increasingly leverages large language models (LLMs) for commonsense reasoning, yet LLM outputs are inherently unreliable, posing risks in…