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<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>On the Equivalence of Automatic and Symbolic Differentiation · HackerPapers discussions</title><link>https://hackerpaper.kaipfister.de/p/1904.02990/</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/1904.02990/feed.xml" rel="self" type="application/rss+xml" /><item><title>On the Equivalence of Automatic and Symbolic Differentiation — mentioned by bmc7505</title><link>https://news.ycombinator.com/item?id=44766849</link><guid isPermaLink="false">urn:hackerpapers:mention:1904.02990:44766849</guid><pubDate>Sat, 02 Aug 2025 11:48:36 GMT</pubDate><description>&lt;p&gt;You could argue that since automatic differentiation and symbolic differentiation are equivalent, [1] symbolic AI did succeed by becoming massively parallelizable, we just needed to scale up the data and hardware in kind. [1]: https://arxiv.org/pdf/1904.02990&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/1904.02990/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.SC</category></item><item><title>On the Equivalence of Automatic and Symbolic Differentiation — mentioned by bmc7505</title><link>https://news.ycombinator.com/item?id=35577484</link><guid isPermaLink="false">urn:hackerpapers:mention:1904.02990:35577484</guid><pubDate>Sat, 15 Apr 2023 03:56:11 GMT</pubDate><description>&lt;p&gt;Sören Laue, creator and first author of this work [1] gave a nice talk [2,3] about it at our reading group not long ago. He also has written about how automatic and symbolic differentiation are essentially equivalent. [4] [1]: https://papers.nips.cc/paper/2018/file/0a1bf96b7165e962e90cb... [2]: https://www.youtube.com/watch?v=IbTRRlPZwgc [3]: https://compcalc.github.io/public/laue/tensor_derivatives.pd... [4]: https://arxiv.org/pdf/1904.02990.pdf&lt;/p&gt;&lt;p&gt;&lt;a href="https://hackerpaper.kaipfister.de/p/1904.02990/"&gt;Paper and discussion history&lt;/a&gt;. A mention is not an endorsement.&lt;/p&gt;</description><category>cs.SC</category></item></channel></rss>
