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Published on Oct 19 · Submitted by nullnonenilNULL on Oct 20 · LoongForge Abstract VLDA reformulates robotic control as compact transition modeling via a Delta variable that bridges vision-language understanding and action generation, improving long-horizon consistency and generalization. Robotic manipulation is not merely observation-to-action generation, but the realization of task-specified state changes in the physical world.
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