{"id":873,"date":"2025-02-27T12:00:00","date_gmt":"2025-02-27T12:00:00","guid":{"rendered":"https:\/\/michaelkamp.org\/?p=873"},"modified":"2025-02-27T12:00:00","modified_gmt":"2025-02-27T12:00:00","slug":"little-is-enough-boosting-privacy-by-sharing-only-hard-labels-in-federated-semi-supervised-learning-2","status":"publish","type":"post","link":"https:\/\/michaelkamp.org\/?p=873","title":{"rendered":"Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning"},"content":{"rendered":"<p><div class=\"tp_single_publication\"><span class=\"tp_single_author\">Amr Abourayya, Jens Kleesiek, Kanishka Rao, Erman Ayday, Bharat Rao, Geoffrey I. Webb, Michael Kamp: <\/span> <span class=\"tp_single_title\">Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning<\/span>. <span class=\"tp_single_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">Proceedings of the AAAI Conference on Artificial Intelligence (AAAI), <\/span><span class=\"tp_pub_additional_publisher\">AAAI, <\/span><span class=\"tp_pub_additional_year\">2025<\/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\"><\/ul><\/p>\n<h2 class=\"tp_bibtex\">BibTeX (<a href=\"https:\/\/michaelkamp.org?feed=tp_pub_bibtex&amp;key=abourayya2025little\">Download<\/a>)<\/h2><pre class=\"tp_bibtex\">@inproceedings{abourayya2025little,\r\ntitle = {Little is Enough: Boosting Privacy by Sharing Only Hard Labels in Federated Semi-Supervised Learning},\r\nauthor = {Amr Abourayya and Jens Kleesiek and Kanishka Rao and Erman Ayday and Bharat Rao and Geoffrey I. Webb and Michael Kamp},\r\nyear  = {2025},\r\ndate = {2025-02-27},\r\nurldate = {2025-02-27},\r\nbooktitle = {Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)},\r\npublisher = {AAAI},\r\nkeywords = {aimhi, FedCT, federated learning, semi-supervised},\r\npubstate = {published},\r\ntppubtype = {inproceedings}\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-873","post","type-post","status-publish","format-standard","hentry","category-publications"],"_links":{"self":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts\/873","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=873"}],"version-history":[{"count":0,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=\/wp\/v2\/posts\/873\/revisions"}],"wp:attachment":[{"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=873"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=873"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/michaelkamp.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=873"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}