@article{trafficmllmcuriosityregularizedsupervise, title = {Traffic-MLLM: Curiosity-Regularized Supervised Learning for Traffic Scenario Case-Based Reasoning}, author = {Waikit Xiu and Qiang Lu and Bingchen Liu and Chen Sun and Xiying Li}, year = {2025}, eprint = {2509.11165}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2509.11165}, }