{"id":3216,"date":"2024-04-24T19:07:31","date_gmt":"2024-04-24T23:07:31","guid":{"rendered":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/?p=3216"},"modified":"2024-04-30T15:42:14","modified_gmt":"2024-04-30T19:42:14","slug":"security-of-machine-learning-ii","status":"publish","type":"post","link":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/2024\/04\/security-of-machine-learning-ii\/","title":{"rendered":"Security of Machine Learning II"},"content":{"rendered":"\n<table class=\"tg\">\n  <thead>\n    <tr>\n      <td class=\"tg-u71t\" style=\"letter-spacing:5px\">\n        <font color=\"#2e91b8\">\n          <b>CLIENT<\/b>\n        <\/font>\n      <\/td>\n      <td class=\"tg-u71t\">Dr.Xianglong Feng<\/td>\n    <\/tr>\n  <\/thead>\n  <tbody>\n    <tr>\n      <td class=\"tg-u71t\" style=\"letter-spacing:5px\">\n        <font color=\"#2e91b8\">\n          <b>VISION<\/b>\n        <\/font>\n      <\/td>\n      <td class=\"tg-u71t\">Our vision is to establish a more secure and resilient data environment by enhancing the security of machine learning models through advanced research in attack and defense technologies. By deeply exploring and integrating adversarial attacks with model extraction techniques, we aim to set a new standard for protecting sensitive information processed by AI systems.<\/td>\n    <\/tr>\n    <tr>\n      <td class=\"tg-u71t\" style=\"letter-spacing:5px\">\n        <font color=\"#2e91b8\">\n          <b>MISSION<\/b>\n        <\/font>\n      <\/td>\n      <td class=\"tg-u71t\"> Our mission is to leverage model extraction attacks to bolster the effectiveness of membership inference attacks, and utilize the insights gained from these attacks to train for adversarial attacks. This approach is designed to not only identify vulnerabilities in current models but also to fortify them against potential threats, thereby ensuring a higher level of data protection and integrity across various applications.<\/td>\n    <\/tr>\n    <tr>\n      <td class=\"tg-u71t\" style=\"letter-spacing:5px\">\n        <font color=\"#2e91b8\">\n          <b>TEAM<\/b>\n        <\/font>\n      <\/td>\n      <td class=\"tg-u71t\">Lin Ouyang, Maohong Liao, Hong Chen<\/td>\n    <\/tr>\n    <tr>\n      <td class=\"tg-u71t\" style=\"letter-spacing:5px\">\n        <font color=\"#2e91b8\">\n          <b>SITE<\/b>\n        <\/font>\n      <\/td>\n      <td class=\"tg-u71t\">N\/A<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Security of Machine Learning\" width=\"770\" height=\"433\" src=\"https:\/\/www.youtube.com\/embed\/q3VteM7DpcQ?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n","protected":false},"excerpt":{"rendered":"<p>Integrate model extraction attacks with membership inference techniques to enhance the efficacy of membership inference.<\/p>\n","protected":false},"author":3017,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"chat","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_topic_count_hidden":0,"_bbp_reply_count_hidden":0,"_bbp_forum_subforum_count":0,"footnotes":""},"categories":[35,40,82,87,43],"tags":[],"class_list":["post-3216","post","type-post","status-publish","format-chat","hentry","category-faculty","category-rd","category-spring-2024","category-thursday-may-2nd-2024","category-track-i","post_format-post-format-chat"],"_links":{"self":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/posts\/3216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/users\/3017"}],"replies":[{"embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/comments?post=3216"}],"version-history":[{"count":0,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/posts\/3216\/revisions"}],"wp:attachment":[{"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/media?parent=3216"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/categories?post=3216"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/sites.miamioh.edu\/cse-senior-design-expo\/wp-json\/wp\/v2\/tags?post=3216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}