@article{decoupledfunctionalevaluationofautonomou, title = {Decoupled Functional Evaluation of Autonomous Driving Models via Feature Map Quality Scoring}, author = {Ludan Zhang and Sihan Wang and Yuqi Dai and Shuofei Qiao and Qinyue Luo and Lei He}, year = {2025}, eprint = {2508.07552}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2508.07552}, }