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Decoupling manipulation into object-centric world flow and robot-centric ego trajectories allows a compact 0.5B VLA to achieve 91.7% real-world robot manipulation directly from 10 minutes of human video demonstrations without collecting a single robot trajectory.
Forget parameter conflicts: representational incompatibility is the real culprit behind LLM merging failures, setting fundamental limits on which tasks can be successfully combined.
