ForgeVLA: Federated Vision-Language-Action Learning without Language Annotations. - Yuhao Zhou 004; Yunpeng Zhu; Yang Zhou 019; Jindi Lyu; Jian Lan; Zhangyang (Atlas) Wang; Dan Si; Thomas Seidl 001; Qing Ye; Jiancheng Lyu (CoRR, 2026)