Chang Xu

Ambiguous object selection in text-guided image editing is solved by directly annotating the canvas, achieving state-of-the-art performance in complex edits.

Losing a single camera feed derails state-of-the-art VLA models, but pairing action-conditioned world model extrapolation with selective view withdrawal keeps closed-loop manipulation intact during sensor failures.