Unified Visuomotor Targets: Supervising VLAs Beyond Physical Actions

Zhenyang Feng, Unnat Jain

VLA models are trained to predict robot actions from visual and language observations. This is a natural choice, but it creates a mismatch: VLMs encode rich, high-level representat…