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Xianzu Wu

2 accepted papers

2026

3D Dynamics-Aware Manipulation: Endowing Manipulation Policies with 3D Foresight

ICRA 2026poster

The incorporation of world modeling into manipulation policy learning has pushed the boundary of manipulation performance. However, existing efforts simply model the 2D visual dynamics, which is insufficient for robust manipulation when target tasks involve prominent depth-wise movement. To address …

2024

FSC: Few-point Shape Completion

CVPR 2024poster

While previous studies have demonstrated successful 3D object shape completion with a sufficient number of points they often fail in scenarios when a few points e.g. tens of points are observed. Surprisingly via entropy analysis we find that even a few points e.g. 64 points could retain substantial…