@article{unlockingoutofdistributiongeneralization, title = {Unlocking Out-of-Distribution Generalization in Dynamics through Physics-Guided Augmentation}, author = {Fan Xu and Hao Wu and Kun Wang and Nan Wang and Qingsong Wen and Xian Wu and Wei Gong and Xibin Zhao}, year = {2025}, eprint = {2510.24216}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.24216}, }