@article{vldrivevisionaugmentedlightweightmllmsfo, title = {VLDrive: Vision-Augmented Lightweight MLLMs for Efficient Language-grounded Autonomous Driving}, author = {Ruifei Zhang and Wei Zhang and Xiao Tan and Sibei Yang and Xiang Wan and Xiaonan Luo and Guanbin Li}, year = {2025}, eprint = {2511.06256}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2511.06256}, }