@article{reasoningportabilityguidingcontinuallear, title = {Reasoning Portability: Guiding Continual Learning for MLLMs in the RLVR Era}, author = {Qiuhe Hong and Yuyang Liu and Shuo Yang and Tiantian Peng and Fei Zhu and Yonghong Tian}, year = {2026}, eprint = {2605.18903}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.18903}, }