Diyun Xiang

Forget text instructions: bounding-box guidance unlocks surprisingly effective data scaling laws for semantic manipulation in real-world robotics.

Humanoid robots can now perform agile tasks like skateboarding and cart-pushing with underactuated objects, thanks to a dynamics-aware world model that predicts object states from robot's own sensory history.