@article{forgevlafederatedvisionlanguageactionlea, title = {ForgeVLA: Federated Vision-Language-Action Learning without Language Annotations}, author = {Yuhao Zhou and Yunpeng Zhu and Yang Zhou and Jindi Lyu and Jian Lan and Zhangyuan Wang and Dan Si and Thomas Seidl and Qing Ye and Jiancheng Lyu}, year = {2026}, eprint = {2605.07474}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2605.07474}, }