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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>Topological structure of complex predictions · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/2207.14358/</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/2207.14358/feed.xml" rel="self" type="application/rss+xml" /><item><title>Topological structure of complex predictions — mentioned by bryanrasmussen</title><link>https://news.ycombinator.com/item?id=38402146</link><guid isPermaLink="false">urn:hackerpapers:mention:2207.14358:38402146</guid><pubDate>Fri, 24 Nov 2023 09:42:50 GMT</pubDate><description>&lt;p&gt;relevant paper - https://arxiv.org/abs/2207.14358 &amp;gt;A key challenge with the current generation of models is that they are highly parameterized, which makes describing and interpreting the prediction strategies difficult. We use topological data analysis to transform these complex prediction models into pictures representing a topological view. The result is a map of the predictions that enables inspection.&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/2207.14358/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.LG</category></item></channel></rss>
