Score-of-Mixture Training: One-Step Generative Model Training Made Simple via Score Estimation of Mixture Distributions

Tejas Jayashankar; Jongha Jon Ryu; Gregory W. Wornell

2025 ICML ICML 2025

Score-of-Mixture Training: One-Step Generative Model Training Made Simple via Score Estimation of Mixture Distributions

Abstract

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🌉 Interdisciplinary Bridge - Artificial Intelligence and Computer Vision

Authors

Tejas Jayashankar, Jongha Jon Ryu, Gregory W. Wornell

Topics

Deep Learning > Models > Diffusion Models Deep Learning > Models > Generative Models Computer Vision > Generation > Image Generation

Keywords

image generation mixture distribution diffusion model consistency model alpha-skew jensen-shannon divergence score-of-mixture training

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