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DDPM Score Matching and Distribution Learning

Chewi, Sinho et al.
arXiv (All) · Papers
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data-structures-and-algorithmsmachine-learningstatistics-theory
Score estimation is the backbone of score-based generative models (SGMs), especially denoising diffusion probabilistic models (DDPMs). A key result in this area shows that with accurate score estimates, SGMs can efficiently generate samples from any realistic data distribution (Chen et al., ICLR'23;
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