Xieyuanli Chen

Failures in long-horizon mobile manipulation tasks are not random; they cluster around specific skills, revealing critical bottlenecks in VLA policy performance.

Fusing semantic and geometric cues yields more robust and discriminative local features, outperforming methods relying on single appearance cues.