{"id":5204,"date":"2024-07-26T04:07:00","date_gmt":"2024-07-25T19:07:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=5204"},"modified":"2024-07-26T04:07:00","modified_gmt":"2024-07-25T19:07:00","slug":"learning-to-refuse-towards-mitigating-privacy-risks-in-llms","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=5204","title":{"rendered":"Learning to Refuse: Towards Mitigating Privacy Risks in LLMs"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Learning to Refuse: Towards Mitigating Privacy Risks in LLMs\u00a0<\/strong>[6.7]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u306f\u3001\u81ea\u7136\u8a00\u8a9e\u306e\u7406\u89e3\u3068\u751f\u6210\u306b\u304a\u3044\u3066\u9855\u8457\u306a\u80fd\u529b\u3092\u793a\u3059\u3002 \u672c\u7814\u7a76\u306f\u3001LLM\u304c\u5b8c\u5168\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u7279\u5b9a\u306e\u500b\u4eba\u306e\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30c7\u30fc\u30bf\u3092\u4fdd\u8b77\u3067\u304d\u308b\u3053\u3068\u306e\u8ab2\u984c\u306b\u5bfe\u51e6\u3059\u308b\u3002 \u30d7\u30e9\u30a4\u30d0\u30b7\u4fdd\u8b77\u306e\u305f\u3081\u306e\u30cd\u30fc\u30e0\u30fb\u30a2\u30a6\u30a7\u30a2\u30fb\u30a2\u30f3\u30e9\u30fc\u30cb\u30f3\u30b0\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af(NAUF)\u3092\u5c0e\u5165\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2407.10058v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2407.10058v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Sun, 14 Jul 2024 03:05:53 GMT)<\/li>\n\n\n\n<li>Machine Unlearning\u306e\u305f\u3081\u306e\u30d9\u30f3\u30c1\u30de\u30fc\u30af\u3001RETURN: Real-world pErsonal daTa UnleaRNing dataset\u3092\u69cb\u7bc9\u3002NameAware Refusal Answer\uff08\u500b\u4eba\u540d\u306b\u5bfe\u3059\u308b\u8cea\u554f\u3078\u306e\u56de\u7b54\u62d2\u5426\uff09\u3068Contrastive Data Augmentation\uff08\u500b\u4eba\u306b\u5bfe\u3059\u308b\u8cea\u554f\u3092\u62e1\u5f35\u3057\u30c7\u30fc\u30bf\u4e0d\u8db3\u3092\u89e3\u6d88\uff09\u3092\u7528\u3044\u305fNAUF: Name-Aware Unlearning Framework \u00a0\u3067\u512a\u308c\u305f\u6027\u80fd\u3092\u9054\u6210\u3068\u5831\u544a\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/zhliu0106\/learning-to-refuse\">GitHub &#8211; zhliu0106\/learning-to-refuse: Official Implementation of &#8220;Learning to Refuse: Towards Mitigating Privacy Risks in LLMs&#8221;<\/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":[223,426],"class_list":["post-5204","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-llm","tag-unlearning"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5204","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=5204"}],"version-history":[{"count":0,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/5204\/revisions"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5204"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5204"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5204"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}