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Bridging the gap between human manipulation and robotic control, JoyAI-RA unlocks enhanced cross-embodiment behavior learning through multi-source pretraining.
A novel proximal sampler achieves unbiased constrained sampling with minimal oracle access, outperforming existing methods that rely on projections or barrier functions.