@article{bridgingphysicalreasoningandtaskgenerali, title = {Bridging Physical Reasoning and Task Generalization via Visual Action Outcome Reasoning Alignment}, author = {Han-Jun Ko and Jr-Jen Chen and Haobo Yuan and Hsin-Ying Lee and Tiancheng Shen and Ming-Hsuan Yang and Yu-Chiang Frank Wang}, year = {2026}, eprint = {2607.06522}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2607.06522}, }