Rethinking Visual-Language-Action Model Scaling: Alignment, Mixture, and Regularization

Ye Wang, Sipeng Zheng, Hao Luo +9

While Vision-Language-Action (VLA) models show strong promise for generalist robot control, it remains unclear whether -- and under what conditions -- the standard "scale data" rec…