@article{reinforcingvlasintaskagnosticworldmodels, title = {Reinforcing VLAs in Task-Agnostic World Models}, author = {Yucen Wang and Rui Yu and Fengming Zhang and Junjie Lu and Xinyao Qin and Tianxiang Zhang and Kaixin Wang and Li Zhao}, year = {2026}, eprint = {2605.12334}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.12334}, }