@article{incentivizingcardiologistlikereasoningin, title = {Incentivizing Cardiologist-Like Reasoning in MLLMs for Interpretable Echocardiographic Diagnosis}, author = {Yi Qin and Lehan Wang and Chenxu Zhao and Alex P. W. Lee and Xiaomeng Li}, year = {2026}, eprint = {2601.08440}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2601.08440}, }