{"provider_url":"https://hatena.blog","author_url":"https://blog.hatena.ne.jp/hmhm55/","author_name":"hmhm55","url":"https://techblog.insightedge.jp/entry/langgraph-agent-causal-inference","version":"1.0","blog_url":"https://techblog.insightedge.jp/","height":"190","type":"rich","image_url":"https://cdn-ak.f.st-hatena.com/images/fotolife/i/insightedge/20251202/20251202170008.png","description":"\u76ee\u6b21 \u76ee\u6b21 \u306f\u3058\u3081\u306b\uff1aLLM\u306f\u300c\u306a\u305c\uff1f\u300d\u3092\u3069\u3053\u307e\u3067\u7406\u89e3\u3057\u3066\u3044\u308b\u306e\u304b DAG\u3068\u300c\u8abf\u6574\u300d\u306e\u57fa\u672c \u672c\u8a18\u4e8b\u3067\u767b\u5834\u3059\u308b\u7528\u8a9e\u306e\u8aac\u660e DAG\uff08Directed Acyclic Graph\uff09 \u8abf\u6574\u3059\u308b\uff08adjustment\uff09 \u30d0\u30c3\u30af\u30c9\u30a2\u30d1\u30b9\uff08backdoor path\uff09 \u8abf\u6574\u96c6\u5408 Z\uff08adjustment set\uff09 d-separation \u30b3\u30e9\u30a4\u30c0\u30fc / \u975e\u30b3\u30e9\u30a4\u30c0\u30fc \u30b9\u30c6\u30c3\u30d71\uff1aDAG\u30d9\u30fc\u30b9\u306e\u300c\u72ec\u7acb\u6027\uff06\u30d0\u30c3\u30af\u30c9\u30a2\u30c1\u30a7\u30c3\u30ab\u30fc\u300d\u3092Python\u3067\u5b9f\u88c5\u3059\u308b 1-1. \u56e0\u679c\u30b0\u30e9\u30d5\u3092\u6271\u3046\u30af\u30e9\u30b9\uff1aCausalDAG 1-2. d-separation \u3068\u30d0\u30c3\u30af\u30c9\u30a2\u30d1\u30b9\u3092\u5224\u5b9a\u3059\u308b\uff1aDSeparationChecker \u30b9\u2026","title":"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u00d7\u56e0\u679c\u30b0\u30e9\u30d5\u3067LLM\u3092\u30c6\u30b9\u30c8\u3057\u3066\u307f\u305f\uff1a\u5e83\u544a\u30c7\u30fc\u30bf\u3067\u300c\u8abf\u6574\u3059\u3079\u304d\u5909\u6570\u300d\u3092\u9078\u3070\u305b\u308b\uff08LangGraph\u5b9f\u88c5\u4ed8\u304d\uff09","provider_name":"Hatena Blog","categories":["AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8","\u56e0\u679c\u63a8\u8ad6"],"blog_title":"Insight Edge Tech Blog","html":"<iframe src=\"https://hatenablog-parts.com/embed?url=https%3A%2F%2Ftechblog.insightedge.jp%2Fentry%2Flanggraph-agent-causal-inference\" title=\"AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u00d7\u56e0\u679c\u30b0\u30e9\u30d5\u3067LLM\u3092\u30c6\u30b9\u30c8\u3057\u3066\u307f\u305f\uff1a\u5e83\u544a\u30c7\u30fc\u30bf\u3067\u300c\u8abf\u6574\u3059\u3079\u304d\u5909\u6570\u300d\u3092\u9078\u3070\u305b\u308b\uff08LangGraph\u5b9f\u88c5\u4ed8\u304d\uff09 - Insight Edge Tech Blog\" class=\"embed-card embed-blogcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 190px; max-width: 500px; margin: 10px 0px;\"></iframe>","published":"2025-12-02 17:00:00","width":"100%"}