Vision-Language-Delta-Action: Learning Compact Deltas as Actionable Transition Interfaces for Robotic Manipulation

What this work does

VLDA predicts compact changes between current and future states, then uses those changes to guide action generation. Local transition selection and global consistency objectives reduce attention to static visual content.