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Regularization can make diffusion models more efficient

Published in ArXiv.org • Feb 13, 2025
Authors:
Mahsa Taheri
,
Johannes Lederer

Abstract

Diffusion models are one of the key architectures of generative AI. Their main drawback, however, is the computational costs. This study indicates that the concept of sparsity, well known especially in statistics, can provide a pathway to more efficient diffusion pipelines. Our mathematical guarante...

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