@article{peng2026fact, title = {FACT: Failure-Aware Causal Training for World-Action Models}, author = {Peng, Quanquan and Liang, Yutong and Yan, Rui and Hansen, Nicklas and Wang, Xiaolong}, journal = {arXiv preprint arXiv:2608.10232}, year = {2026} }