{"id":120,"date":"2020-01-01T12:00:00","date_gmt":"2020-01-01T12:00:00","guid":{"rendered":"http:\/\/michaelkamp.org\/2020\/01\/01\/feature-robustness-flatness-and-generalization-error-for-deep-neural-networks\/"},"modified":"2020-01-01T12:00:00","modified_gmt":"2020-01-01T12:00:00","slug":"feature-robustness-flatness-and-generalization-error-for-deep-neural-networks","status":"publish","type":"post","link":"https:\/\/michaelkamp.org\/?p=120","title":{"rendered":"Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks"},"content":{"rendered":"<p><div class=\"tp_single_publication\"><span class=\"tp_single_author\">Henning Petzka, Linara Adilova, Michael Kamp, Cristian Sminchisescu: <\/span> <span class=\"tp_single_title\">Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks<\/span>. <span class=\"tp_single_additional\"><span class=\"tp_pub_additional_year\">2020<\/span>.<\/span><\/div><!--more--><\/p>\n<h2 class=\"tp_abstract\">Abstract<\/h2><p class=\"tp_abstract\"><\/p>\n<h2 class=\"tp_links\">Links<\/h2><p class=\"tp_abstract\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/michaelkamp.org\/wp-content\/uploads\/2020\/01\/flatnessFeatureRobustnessGeneralization.pdf\" title=\"http:\/\/michaelkamp.org\/wp-content\/uploads\/2020\/01\/flatnessFeatureRobustnessGener[...]\" target=\"_blank\">http:\/\/michaelkamp.org\/wp-content\/uploads\/2020\/01\/flatnessFeatureRobustnessGener[...]<\/a><\/li><\/ul><\/p>\n<h2 class=\"tp_bibtex\">BibTeX (<a href=\"https:\/\/michaelkamp.org?feed=tp_pub_bibtex&amp;key=petzka2020feature\">Download<\/a>)<\/h2><pre class=\"tp_bibtex\">@workshop{petzka2020feature,\r\ntitle = {Feature-Robustness, Flatness and Generalization Error for Deep Neural Networks},\r\nauthor = {Henning Petzka and Linara Adilova and Michael Kamp and Cristian Sminchisescu},\r\nurl = {http:\/\/michaelkamp.org\/wp-content\/uploads\/2020\/01\/flatnessFeatureRobustnessGeneralization.pdf},\r\nyear  = {2020},\r\ndate = {2020-01-01},\r\nurldate = {2020-01-01},\r\njournal = {arXiv preprint arXiv:2001.00939},\r\nkeywords = {deep learning, flatness, generalization, learning theory, loss surface, neural networks, robustness},\r\npubstate = {published},\r\ntppubtype = {workshop}\r\n}\r\n<\/pre>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[],"class_list":["post-120","post","type-post","status-publish","format-standard","hentry","category-publications"],"_links":{"self":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts\/120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=120"}],"version-history":[{"count":0,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts\/120\/revisions"}],"wp:attachment":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=120"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=120"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}