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Meanwhile, the Point-Voxel Diffusion (PVD) model [346] joins denoising diffusion models with the pointvoxel representation of 3D shapes. The Point Diffusion-Refinement (PDR) model [178] uses a conditional DDPM to generate a coarse completion from partial observations; it also establishes a