@article{learningwithoutlosingidentitycapabilitye, title = {Learning Without Losing Identity: Capability Evolution for Embodied Agents}, author = {Xue Qin and Simin Luan and John See and Cong Yang and Zhijun Li}, year = {2026}, eprint = {2604.07799}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.07799}, }