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CE3D++ enables flexible dialogue-driven 3D and 4D scene editing by decoupling 2D editing from 3D reconstruction via a Hash-Atlas network and using a large language model to autonomously invoke visual tools.
VGGT-Edit proposes a feed-forward framework for text-conditioned native 3D scene editing using depth-synchronized text injection and residual field prediction, achieving superior quality and efficiency over 2D-lifting approaches.