This repository compiles academic papers, benchmarks, datasets, and tutorials focused on integrating LLMs and VLMs into autonomous driving systems. It covers driver agents, simulation environments, and knowledge-driven approaches for vehicle perception and decision-making. The list is maintained by PJLab’s Autonomous Driving group and includes a published survey on the topic.