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A novel tri-stream transformer architecture unlocks synergistic control by enabling a dedicated action expert to selectively fuse semantic and dynamics information from independent VLM and World Model streams.
Trajectory diversity, not just rollout quantity, is the key to unlocking efficient exploration in VLA reinforcement learning.