@article{diffvlabridgingcognitivereasoningandendt, title = {DiffVLA++: Bridging Cognitive Reasoning and End-to-End Driving through Metric-Guided Alignment}, author = {Yu Gao and Anqing Jiang and Yiru Wang and Wang Jijun and Hao Jiang and Zhigang Sun and Heng Yuwen and Wang Shuo and Hao Zhao and Sun Hao}, year = {2025}, eprint = {2510.17148}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.17148}, }