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martin-ev authored Nov 27, 2024
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<meta charset="utf-8">
<!-- Meta tags for social media banners, these should be filled in appropriatly as they are your "business card" -->
<!-- Replace the content tag with appropriate information -->
<meta name="description" content="Covariance Mismatch in Diffusion Models">
<meta name="description"
content="We identify a covariance mismatch between the data and the noise distributions in diffusion models. Due to this mismatch, noise affects some components of the data distribution much more than others during training. By realigning these covariances, we improve the model's flexibility and enable better generation.">
<meta property="og:title" content="Covariance Mismatch in Diffusion Models" />
<meta property="og:description" content="Covariance Mismatch in Diffusion Models" />
<meta property="og:description"
content="We identify a covariance mismatch between the data and the noise distributions in diffusion models. Due to this mismatch, noise affects some components of the data distribution much more than others during training. By realigning these covariances, we improve the model's flexibility and enable better generation." />
<meta property="og:url" content="https://ivrl.github.io/covariance-mismatch/" />
<!-- Path to banner image, should be in the path listed below. Optimal dimenssions are 1200X630-->
<meta property="og:image" content="static/images/banner.png" />
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<meta name="twitter:description" content="Covariance Mismatch in Diffusion Models">
<!-- Path to banner image, should be in the path listed below. Optimal dimenssions are 1200X600-->
<meta name="twitter:image" content="static/images/banner.png">
<meta name="twitter:card" content="Covariance Mismatch in Diffusion Models">
<meta name="twitter:card"
content="We identify a covariance mismatch between the data and the noise distributions in diffusion models. Due to this mismatch, noise affects some components of the data distribution much more than others during training. By realigning these covariances, we improve the model's flexibility and enable better generation.">
<!-- Keywords for your paper to be indexed by-->
<meta name="keywords" content="Diffusion models, Covariance mismatch">
<meta name="viewport" content="width=device-width, initial-scale=1">
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