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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2208.09392/</link><description>Collected HN comments and submissions linking this paper.</description><language>en</language><lastBuildDate>Mon, 02 Nov 2026 11:16:22 GMT</lastBuildDate><atom:link href="https://hackerpaper.kaipfister.de/p/2208.09392/feed.xml" rel="self" type="application/rss+xml" /><item><title>Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise — mentioned by GaggiX</title><link>https://news.ycombinator.com/item?id=35150357</link><guid isPermaLink="false">urn:hackerpapers:mention:2208.09392:35150357</guid><pubDate>Tue, 14 Mar 2023 12:25:54 GMT</pubDate><description>&lt;p&gt;I wrote a response yesterday but did not post it or send it, ops. I still don&amp;#x27;t understand the problem, if you ask model trained on a noise pattern &amp;quot;trees&amp;quot; for a forest it will still give you a random forest, that&amp;#x27;s what it was trained on, also: https://arxiv.org/abs/2208.09392, to see the diffusion process applied to processes other than Gaussian noise.&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2208.09392/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CV</category></item><item><title>Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise — mentioned by astrange</title><link>https://news.ycombinator.com/item?id=34286016</link><guid isPermaLink="false">urn:hackerpapers:mention:2208.09392:34286016</guid><pubDate>Sat, 07 Jan 2023 07:26:38 GMT</pubDate><description>&lt;p&gt;This claims to explain diffusion models from first principles, but the issue with explaining how they work is we don&amp;#x27;t know how they work. The explanation in the original paper turns out not to be true; you can get rid of most of their assumptions and it still works: https://arxiv.org/abs/2208.09392&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2208.09392/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CV</category></item><item><title>Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise — mentioned by krackers</title><link>https://news.ycombinator.com/item?id=33086873</link><guid isPermaLink="false">urn:hackerpapers:mention:2208.09392:33086873</guid><pubDate>Tue, 04 Oct 2022 21:05:17 GMT</pubDate><description>&lt;p&gt;I think it might be this paper [1] succintly described by the author in this twitter thread [2] [1] https://arxiv.org/abs/2208.09392 [2] https://twitter.com/tomgoldsteincs/status/156250381442263040...&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2208.09392/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.CV</category></item><item><title>Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise — HN submission</title><link>https://news.ycombinator.com/item?id=32641094</link><guid isPermaLink="false">urn:hackerpapers:submission:2208.09392:32641094</guid><pubDate>Mon, 29 Aug 2022 17:38:58 GMT</pubDate><description>&lt;p&gt;Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;3 points; 1 discussion reply on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2208.09392/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.CV</category></item><item><title>Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise — HN submission</title><link>https://news.ycombinator.com/item?id=32547081</link><guid isPermaLink="false">urn:hackerpapers:submission:2208.09392:32547081</guid><pubDate>Mon, 22 Aug 2022 03:42:45 GMT</pubDate><description>&lt;p&gt;Cold Diffusion: Inverting Arbitrary Image Transforms Without Noise&lt;/p&gt;&lt;p&gt;&lt;/p&gt;&lt;p&gt;9 points; 2 discussion replies on HN. &lt;a href="https://hackerpaper.kaipfister.de/p/2208.09392/"&gt;Paper and source history&lt;/a&gt;. A submission is not an endorsement.&lt;/p&gt;</description><category>cs.CV</category></item></channel></rss>
