This repository collects and organizes research on LLM-for-Autonomous-Driving (LLM4AD), covering vision-language models and vision-language-action models for vehicles. It maintains a continuously updated survey of papers, datasets, and related resources in this emerging AI application domain. The project is maintained by SJTU-ReThinklab and tracks frontier research in applying foundation models to autonomous vehicle perception, reasoning, and control.