{"id":7563,"date":"2025-10-14T06:30:00","date_gmt":"2025-10-13T21:30:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=7563"},"modified":"2025-10-12T09:59:31","modified_gmt":"2025-10-12T00:59:31","slug":"alignment-tipping-process-how-self-evolution-pushes-llm-agents-off-the-rails","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=7563","title":{"rendered":"Alignment Tipping Process: How Self-Evolution Pushes LLM Agents Off the Rails\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>Alignment Tipping Process: How Self-Evolution Pushes LLM Agents Off the Rails\u00a0<\/strong>[103.1]<br>\u672c\u7a3f\u3067\u306f,\u81ea\u5df1\u9032\u5316\u578b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb(LLM)\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u7279\u6709\u306e,\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u30fb\u30c6\u30a3\u30c3\u30d4\u30f3\u30b0\u30fb\u30d7\u30ed\u30bb\u30b9(ATP)\u3092\u540c\u5b9a\u3059\u308b\u3002 ATP\u306f\u3001\u9023\u7d9a\u7684\u306a\u76f8\u4e92\u4f5c\u7528\u306b\u3088\u3063\u3066\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u8a13\u7df4\u4e2d\u306b\u78ba\u7acb\u3055\u308c\u305f\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u5236\u7d04\u3092\u653e\u68c4\u3057\u3001\u5f37\u5316\u3055\u308c\u305f\u81ea\u5df1\u95a2\u5fc3\u306e\u6226\u7565\u3092\u652f\u6301\u3059\u308b\u3068\u304d\u306b\u751f\u3058\u308b\u3002 \u5b9f\u9a13\u306e\u7d50\u679c\u3001\u30a2\u30e9\u30a4\u30e1\u30f3\u30c8\u306e\u5229\u70b9\u306f\u81ea\u5df1\u9032\u5316\u306e\u4e0b\u3067\u6025\u901f\u306b\u4f4e\u4e0b\u3057\u3001\u6700\u521d\u306f\u6574\u5408\u6027\u306e\u306a\u3044\u72b6\u614b\u306b\u53ce\u675f\u3057\u305f\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3053\u3068\u304c\u5224\u660e\u3057\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.04860v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.04860v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Mon, 06 Oct 2025 14:48:39 GMT)<\/li>\n\n\n\n<li>\u300cOur research reveals a critical vulnerability in self-evolving LLM agents, which we term the \u201cAlignment Tipping Process\u201d (ATP), a phenomenon where an agent\u2019s policy suddenly shifts from human- aligned objectives to self-serving, locally optimal behaviors. Driven either by an individual agent\u2019s self-interested exploration or by the imitative diffusion of strategies within a group, our experiments consistently demonstrate that alignment is not a static property, but rather a fragile state actively eroded by experience.\u300d\u3068\u81ea\u5df1\u9032\u5316\u578b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u306e\u30ea\u30b9\u30af\u3092\u6307\u6458\u3002\u6700\u8fd1\u51fa\u305f250\u4f8b\u7a0b\u5ea6\u306ePoisoning Attack\u304c\u6709\u52b9\u3068\u3044\u3046\u5831\u544a\uff08\u4e0b\u8a18\uff09\u3082\u95a2\u9023\u3057\u3001\u610f\u5916\u3068\u3053\u306e\u624b\u306e\u653b\u6483\u304c\u5bb9\u6613\u305d\u3046\u306b\u601d\u3048\u308b\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/aiming-lab\/ATP\">GitHub &#8211; aiming-lab\/ATP: Alignment Tipping Process: How Self-Evolution Pushes LLM Agents Off the Rails<\/a><\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Poisoning Attacks on LLMs Require a Near-constant Number of Poison Samples\u00a0<\/strong>[81.7]<br>\u3053\u306e\u7814\u7a76\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u306b\u95a2\u308f\u3089\u305a\u3001\u6bd2\u6bba\u653b\u6483\u304c\u307b\u307c\u4e00\u5b9a\u6570\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u5fc5\u8981\u3068\u3059\u308b\u3053\u3068\u3092\u521d\u3081\u3066\u5b9f\u8a3c\u3057\u305f\u3002 250\u306e\u6709\u6bd2\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3082\u540c\u69d8\u306b\u3001\u3059\u3079\u3066\u306e\u30e2\u30c7\u30eb\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u30b5\u30a4\u30ba\u306b\u308f\u305f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u59a5\u5354\u3057\u3066\u3044\u308b\u3002 \u4ee5\u4e0a\u306e\u7d50\u679c\u304b\u3089,\u30c7\u30fc\u30bf\u4e2d\u6bd2\u306b\u3088\u308b\u30d0\u30c3\u30af\u30c9\u30a2\u6ce8\u5165\u306f,\u5f93\u6765\u8003\u3048\u3089\u308c\u3066\u3044\u305f\u3088\u308a\u3082\u5927\u578b\u30e2\u30c7\u30eb\u306e\u65b9\u304c\u5bb9\u6613\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u793a\u5506\u3055\u308c\u305f\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2510.07192v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2510.07192v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Wed, 08 Oct 2025 16:25:05 GMT)<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30dd\u30a4\u30be\u30cb\u30f3\u30b0\u304c\u610f\u5916\u3068\u5bb9\u6613\u306b\u3067\u304d\u308b\u3068\u306e\u5831\u544a\u3002<\/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":[22,356],"class_list":["post-7563","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-alignment","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7563","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=7563"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7563\/revisions"}],"predecessor-version":[{"id":7564,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/7563\/revisions\/7564"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7563"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7563"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}