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Diffusion Schrödinger Bridge with Applications to Score-Based Generative Modeling

NeurIPS 2021 · Image generation › Fast diffusion sampling · approach: Diffusion theory and learned samplers · 61 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
run additional DSB iterations beyond the first (which equals standard SGM) (ablation)DSB · CelebA 32x32 generation, FIDFIDHelped
run multiple DSB iterations with short horizon T=0.2 (ablation)DSB · 2D toy datasample quality (qualitative)Helped
increase network size from 30k to 240k parameters (ablation)DSB · Gaussian SB, d=50recovery of variance and covarianceHelped

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