{"id":6912,"date":"2025-06-18T06:04:00","date_gmt":"2025-06-17T21:04:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=6912"},"modified":"2025-06-14T21:09:15","modified_gmt":"2025-06-14T12:09:15","slug":"blur-a-bi-level-optimization-approach-for-llm-unlearning","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=6912","title":{"rendered":"BLUR: A Bi-Level Optimization Approach for LLM Unlearning\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>BLUR: A Bi-Level Optimization Approach for LLM Unlearning\u00a0<\/strong>[106.0]<br>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLMs\uff09\u304c\u8a13\u7df4\u306b\u3088\u3063\u3066\u5f97\u305f\u77e5\u8b58\u3084\u80fd\u529b\u3092\u4e0a\u624b\u304f\u5fd8\u308c\u3055\u305b\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u898f\u5236\u306e\u9075\u5b88\u3084\u502b\u7406\u7684\u306aAI\u4f7f\u7528\u306b\u4e0d\u53ef\u6b20\u3067\u3042\u308b\u3002\u5f93\u6765\u306e\u5fd8\u5374\u3068\u4fdd\u6301\u306e\u640d\u5931\u3092\u91cd\u307f\u4ed8\u3051\u3057\u305f\u624b\u6cd5\u306f\u6027\u80fd\u4f4e\u4e0b\u3092\u62db\u304d\u3084\u3059\u3044\u305f\u3081\u3001\u8457\u8005\u3089\u306f\u5fd8\u5374\u3092\u512a\u5148\u3055\u305b\u305f\u968e\u5c64\u7684\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u6848\u3057\u3001\u65b0\u3057\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u300cBi-Level UnleaRning\uff08BLUR\uff09\u300d\u3092\u958b\u767a\u3057\u305f\u3002\u3053\u306e\u624b\u6cd5\u306f\u7406\u8ad6\u7684\u4fdd\u8a3c\u3092\u6301\u3061\u306a\u304c\u3089\u3001\u69d8\u3005\u306a\u8ab2\u984c\u306b\u304a\u3044\u3066\u4ed6\u306e\u6700\u5148\u7aef\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4e0a\u56de\u308b\u6027\u80fd\u3092\u793a\u3057\u3066\u3044\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2506.08164v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2506.08164v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 09 Jun 2025 19:23:05 GMT)<\/li>\n\n\n\n<li>\u300cShould we aim to forget and retain simultaneously? In many cases, the answer is no.\u300d\u3001\u300cInstead of treating unlearning as a binary process of simply forgetting specific information while retaining the rest, we argue that we should prioritize and structure these tasks hierarchically.\u300d\u3092\u8ef8\u3068\u3057\u305f\u65b0\u305f\u306aunlearning\u624b\u6cd5\u306e\u63d0\u6848\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/OptimAI-Lab\/BLURLLMUnlearning\">GitHub &#8211; OptimAI-Lab\/BLURLLMUnlearning<\/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-6912","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\/6912","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=6912"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6912\/revisions"}],"predecessor-version":[{"id":6913,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/6912\/revisions\/6913"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=6912"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=6912"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=6912"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}