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<!DOCTYPE html>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>References · Diffusers.jl</title><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../">Diffusers.jl</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><a class="tocitem" href="../schedulers/">Schedulers</a></li><li><a class="tocitem" href="../beta_schedules/">Beta Schedules</a></li><li class="is-active"><a class="tocitem" href>References</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>References</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>References</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/Laurent2916/Diffusers.jl/blob/master/docs/src/references.md#" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><h1 id="References"><a class="docs-heading-anchor" href="#References">References</a><a id="References-1"></a><a class="docs-heading-anchor-permalink" href="#References" title="Permalink"></a></h1><div class="citation canonical"><dl>
</dl></div><div class="citation canonical"><dl><dt>[1]</dt>
<html lang="en"><head><meta charset="UTF-8"/><meta name="viewport" content="width=device-width, initial-scale=1.0"/><title>References · Diffusers.jl</title><script data-outdated-warner src="../assets/warner.js"></script><link href="https://cdnjs.cloudflare.com/ajax/libs/lato-font/3.0.0/css/lato-font.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/juliamono/0.045/juliamono.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/fontawesome.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/solid.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/font-awesome/5.15.4/css/brands.min.css" rel="stylesheet" type="text/css"/><link href="https://cdnjs.cloudflare.com/ajax/libs/KaTeX/0.13.24/katex.min.css" rel="stylesheet" type="text/css"/><script>documenterBaseURL=".."</script><script src="https://cdnjs.cloudflare.com/ajax/libs/require.js/2.3.6/require.min.js" data-main="../assets/documenter.js"></script><script src="../siteinfo.js"></script><script src="../../versions.js"></script><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-dark.css" data-theme-name="documenter-dark" data-theme-primary-dark/><link class="docs-theme-link" rel="stylesheet" type="text/css" href="../assets/themes/documenter-light.css" data-theme-name="documenter-light" data-theme-primary/><script src="../assets/themeswap.js"></script></head><body><div id="documenter"><nav class="docs-sidebar"><div class="docs-package-name"><span class="docs-autofit"><a href="../">Diffusers.jl</a></span></div><form class="docs-search" action="../search/"><input class="docs-search-query" id="documenter-search-query" name="q" type="text" placeholder="Search docs"/></form><ul class="docs-menu"><li><a class="tocitem" href="../">Home</a></li><li><span class="tocitem">API</span><ul><li><a class="tocitem" href="../schedulers/">Schedulers</a></li><li><a class="tocitem" href="../beta_schedules/">Beta Schedules</a></li></ul></li><li><span class="tocitem">Examples</span><ul><li><a class="tocitem" href="../generated/beta_schedulers_comparison/">Beta Schedules Comparison</a></li></ul></li><li class="is-active"><a class="tocitem" href>References</a></li></ul><div class="docs-version-selector field has-addons"><div class="control"><span class="docs-label button is-static is-size-7">Version</span></div><div class="docs-selector control is-expanded"><div class="select is-fullwidth is-size-7"><select id="documenter-version-selector"></select></div></div></div></nav><div class="docs-main"><header class="docs-navbar"><nav class="breadcrumb"><ul class="is-hidden-mobile"><li class="is-active"><a href>References</a></li></ul><ul class="is-hidden-tablet"><li class="is-active"><a href>References</a></li></ul></nav><div class="docs-right"><a class="docs-edit-link" href="https://github.com/Laurent2916/Diffusers.jl/blob/master/docs/src/references.md#" title="Edit on GitHub"><span class="docs-icon fab"></span><span class="docs-label is-hidden-touch">Edit on GitHub</span></a><a class="docs-settings-button fas fa-cog" id="documenter-settings-button" href="#" title="Settings"></a><a class="docs-sidebar-button fa fa-bars is-hidden-desktop" id="documenter-sidebar-button" href="#"></a></div></header><article class="content" id="documenter-page"><h1 id="References"><a class="docs-heading-anchor" href="#References">References</a><a id="References-1"></a><a class="docs-heading-anchor-permalink" href="#References" title="Permalink"></a></h1><div class="citation canonical"><dl><dt>[1]</dt>
<dd>
<div id="ho2020denoising">J. Ho, A. Jain and P. Abbeel. <i>Denoising Diffusion Probabilistic Models</i>. <a href='https://arxiv.org/abs/2006.11239'>arXiv:2006.11239 [cs.LG] (2020)</a>.</div>
<div id="salimans2022progressive">T. Salimans and J. Ho. <i>Progressive Distillation for Fast Sampling of Diffusion Models</i>. <a href='https://arxiv.org/abs/2202.00512'>arXiv:2202.00512 [cs.LG] (2022)</a>.</div>
</dd><dt>[2]</dt>
<dd>
<div id="song2022denoising">J. Song, C. Meng and S. Ermon. <i>Denoising Diffusion Implicit Models</i>. <a href='https://arxiv.org/abs/2010.02502'>arXiv:2010.02502 [cs.LG] (2022)</a>.</div>
<div id="nichol2021improved">A. Nichol and P. Dhariwal. <i>Improved Denoising Diffusion Probabilistic Models</i>. <a href='https://arxiv.org/abs/2102.09672'>arXiv:2102.09672 [cs.LG] (2021)</a>.</div>
</dd><dt>[3]</dt>
<dd>
<div id="luo2022understanding">C. Luo. <i>Understanding Diffusion Models: A Unified Perspective</i>. <a href='https://arxiv.org/abs/2208.11970'>arXiv:2208.11970 [cs.LG] (2022)</a>.</div>
<div id="ho2020denoising">J. Ho, A. Jain and P. Abbeel. <i>Denoising Diffusion Probabilistic Models</i>. <a href='https://arxiv.org/abs/2006.11239'>arXiv:2006.11239 [cs.LG] (2020)</a>.</div>
</dd><dt>[4]</dt>
<dd>
<div id="nichol2021improved">A. Nichol and P. Dhariwal. <i>Improved Denoising Diffusion Probabilistic Models</i>. <a href='https://arxiv.org/abs/2102.09672'>arXiv:2102.09672 [cs.LG] (2021)</a>.</div>
<div id="lin2023common">S. Lin, B. Liu, J. Li and X. Yang. <i>Common Diffusion Noise Schedules and Sample Steps are Flawed</i>. <a href='https://arxiv.org/abs/2305.08891'>arXiv:2305.08891 [cs.CV] (2023)</a>.</div>
</dd><dt>[5]</dt>
<dd>
<div id="xu2022geodiff">M. Xu, L. Yu, Y. Song, C. Shi, S. Ermon and J. Tang. <i>GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation</i>. <a href='https://arxiv.org/abs/2203.02923'>arXiv:2203.02923 [cs.LG] (2022)</a>.</div>
</dd>
</dl></div></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../beta_schedules/">« Beta Schedules</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Saturday 9 September 2023 14:00">Saturday 9 September 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
</dl></div><div class="citation canonical"><dl><dt>[6]</dt>
<dd>
<div id="song2022denoising">J. Song, C. Meng and S. Ermon. <i>Denoising Diffusion Implicit Models</i>. <a href='https://arxiv.org/abs/2010.02502'>arXiv:2010.02502 [cs.LG] (2022)</a>.</div>
</dd><dt>[7]</dt>
<dd>
<div id="luo2022understanding">C. Luo. <i>Understanding Diffusion Models: A Unified Perspective</i>. <a href='https://arxiv.org/abs/2208.11970'>arXiv:2208.11970 [cs.LG] (2022)</a>.</div>
</dd>
</dl></div></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../generated/beta_schedulers_comparison/">« Beta Schedules Comparison</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 0.27.25 on <span class="colophon-date" title="Friday 6 October 2023 17:50">Friday 6 October 2023</span>. Using Julia version 1.9.3.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

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archiveprefix = {arXiv},
primaryclass = {cs.LG}
}
@misc{lin2023common,
title = {Common Diffusion Noise Schedules and Sample Steps are Flawed},
author = {Shanchuan Lin and Bingchen Liu and Jiashi Li and Xiao Yang},
year = {2023},
eprint = {2305.08891},
archiveprefix = {arXiv},
primaryclass = {cs.CV}
}
@misc{xu2022geodiff,
title = {GeoDiff: a Geometric Diffusion Model for Molecular Conformation Generation},
author = {Minkai Xu and Lantao Yu and Yang Song and Chence Shi and Stefano Ermon and Jian Tang},
year = {2022},
eprint = {2203.02923},
archiveprefix = {arXiv},
primaryclass = {cs.LG}
}
@misc{salimans2022progressive,
title = {Progressive Distillation for Fast Sampling of Diffusion Models},
author = {Tim Salimans and Jonathan Ho},
year = {2022},
eprint = {2202.00512},
archiveprefix = {arXiv},
primaryclass = {cs.LG}
}

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