{"id":5138,"date":"2024-07-17T06:08:00","date_gmt":"2024-07-16T21:08:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5138"},"modified":"2024-07-17T06:08:00","modified_gmt":"2024-07-16T21:08:00","slug":"muse-machine-unlearning-six-way-evaluation-for-language-models","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5138","title":{"rendered":"MUSE: Machine Unlearning Six-Way Evaluation for Language Models"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>MUSE: Machine Unlearning Six-Way Evaluation for Language Models\u00a0<\/strong>[109.8]<br>\u8a00\u8a9e\u30e2\u30c7\u30eb(LM)\u306f\u3001\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u304a\u3088\u3073\u8457\u4f5c\u6a29\u306e\u3042\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u542b\u3080\u5927\u91cf\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u8a13\u7df4\u3055\u308c\u308b\u3002 \u7dcf\u5408\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u8a55\u4fa1\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3067\u3042\u308bMUSE\u3092\u63d0\u6848\u3059\u308b\u3002 \u4eba\u6c17\u306e\u3042\u308b8\u3064\u306e\u30a2\u30f3\u30e9\u30fc\u30cb\u30f3\u30b0\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u30cf\u30ea\u30fc\u30fb\u30dd\u30c3\u30bf\u30fc\u306e\u672c\u3084\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u3092\u3044\u304b\u306b\u52b9\u679c\u7684\u306b\u89e3\u304d\u653e\u3064\u304b\u3092\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.06460v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.06460v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 08 Jul 2024 23:47:29 GMT)<\/li>\n\n\n\n<li>Machine unlearning\u306b\u95a2\u3059\u308b\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3001\u300c(1) no verbatim memorization, (2) no knowledge memorization, (3) no privacy leakage, (4) utility preservation on data not intended for removal, (5) scalability with respect to the size of removal requests, and (6) sustainability over sequential unlearning requests.\u300d\u3068\u591a\u69d8\u306a\u30af\u30e9\u30a4\u30c6\u30ea\u30a2\u3092\u6301\u3064\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/muse-bench.github.io\/\">MUSE (muse-bench.github.io)<\/a><\/li>\n<\/ul>\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":[2],"tags":[426],"class_list":["post-5138","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-unlearning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5138","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5138"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5138\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5138"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5138"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5138"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}