Jindou Jia

APEX reduces tracking error by over 41% and boosts manipulation success rates significantly, all without altering existing policies or controllers.

Humanoid robots can now achieve superior stability and accuracy in unpredictable environments by leveraging a physics-based disturbance observer that operates without force sensors.

Gesture understanding can elevate robotic manipulation success rates by 80%, transforming how robots interpret human intentions.