@article{ominiadaptlearningcrosstaskinvariancefor, title = {OminiAdapt: Learning Cross-Task Invariance for Robust and Environment-Aware Robotic Manipulation}, author = {Yongxu Wang and Weiyun Yi and Xinhao Kong and Wanting Li}, year = {2025}, eprint = {2503.21257}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2503.21257v1}, }