{"id":8628,"date":"2022-08-12T12:35:29","date_gmt":"2022-08-12T10:35:29","guid":{"rendered":"https:\/\/www.kde.cs.uni-kassel.de\/?p=8628"},"modified":"2025-09-02T11:43:28","modified_gmt":"2025-09-02T09:43:28","slug":"intrinsic-triangulation","status":"publish","type":"post","link":"https:\/\/www.kde.cs.uni-kassel.de\/en\/blog\/2022\/08\/12\/intrinsic-triangulation","title":{"rendered":"Intrinsic Triangulation of Loss Landscapes"},"content":{"rendered":"\n<h3 class=\"wp-block-heading\">Intrinsic Triangulation of Loss Landscapes of Neural Networks<\/h3>\n\n\n\n<p>\n  Recent work investigating geometry and topology of loss landscapes of neural networks\n  revealed interesting properties regarding connectivity of clusters of local minima\n  <a href=\"https:\/\/arxiv.org\/pdf\/1803.00885.pdf\">[1]<\/a>,\n  <a href=\"https:\/\/arxiv.org\/pdf\/2102.00485.pdf\">[2]<\/a>.\n  In this work you will try to apply advances in computation intrinsic triangulation for 3d rendering\n  <a href=\"https:\/\/arxiv.org\/pdf\/2106.00220.pdf\">[3]<\/a> towards those surfaces\n  (or reasonable hyperplane projections).\n  One possible motivation for this is the change for an ability to construct geodesic\n  paths on the constructed approximation.\n  <br>Most (if not all) of the programming will be done in Python.\n<\/p>\n\n\n\n<p>Inquiries: <a href=\"https:\/\/www.kde.cs.uni-kassel.de\/hille\">Tobias Hille<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Intrinsic Triangulation of Loss Landscapes of Neural Networks Recent work investigating geometry and topology of loss landscapes of neural networks revealed interesting properties regarding connectivity of clusters of local minima [1], [2]. In this work<a class=\"moretag\" href=\"https:\/\/www.kde.cs.uni-kassel.de\/en\/blog\/2022\/08\/12\/intrinsic-triangulation\"> Read more&hellip;<\/a><\/p>\n","protected":false},"author":20,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1,37,34,35],"tags":[52,54,53,56],"class_list":["post-8628","post","type-post","status-publish","format-standard","hentry","category-allgemein","category-master","category-methodischer-schwerpunkt","category-technischer-schwerpunkt","tag-ss2023","tag-ss2024","tag-ws2023-24","tag-ws2024-25"],"translation":{"provider":"WPGlobus","version":"3.0.2","language":"en","enabled_languages":["de","en"],"languages":{"de":{"title":true,"content":true,"excerpt":false},"en":{"title":false,"content":false,"excerpt":false}}},"_links":{"self":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/posts\/8628","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/users\/20"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/comments?post=8628"}],"version-history":[{"count":10,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/posts\/8628\/revisions"}],"predecessor-version":[{"id":9589,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/posts\/8628\/revisions\/9589"}],"wp:attachment":[{"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/media?parent=8628"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/categories?post=8628"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kde.cs.uni-kassel.de\/en\/wp-json\/wp\/v2\/tags?post=8628"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}