@article{mitigatingthereasoningtaxinvisionlanguag, title = {Mitigating the Reasoning Tax in Vision-Language Fine-Tuning with Input-Adaptive Depth Aggregation}, author = {Yiming Ren and Yujiu Yang and Junjie Wang}, year = {2026}, eprint = {2603.26330}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2603.26330}, }