{"id":8226,"date":"2026-02-16T03:12:00","date_gmt":"2026-02-15T18:12:00","guid":{"rendered":"https:\/\/devneko.jp\/wordpress\/?p=8226"},"modified":"2026-02-14T22:20:58","modified_gmt":"2026-02-14T13:20:58","slug":"quantaalpha-an-evolutionary-framework-for-llm-driven-alpha-mining","status":"publish","type":"post","link":"https:\/\/devneko.jp\/wordpress\/?p=8226","title":{"rendered":"QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining\u00a0"},"content":{"rendered":"\n<ul class=\"wp-block-list\">\n<li><strong>QuantaAlpha: An Evolutionary Framework for LLM-Driven Alpha Mining\u00a0<\/strong>[24.8]<br>QuantaAlpha\u306f\u9032\u5316\u7684\u30a2\u30eb\u30d5\u30a1\u30fb\u30de\u30a4\u30cb\u30f3\u30b0\u30fb\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001\u5404\u30a8\u30f3\u30c9\u30fb\u30c4\u30fc\u30fb\u30a8\u30f3\u30c9\u306e\u30de\u30a4\u30cb\u30f3\u30b0\u30fb\u30e9\u30f3\u3092\u8ecc\u8de1\u3068\u3057\u3066\u6271\u3046\u3002 QuantaAlpha\u306f\u3001\u30bf\u30fc\u30b2\u30c3\u30c8\u30ea\u30d3\u30b8\u30e7\u30f3\u306e\u305f\u3081\u306e\u5404\u30c8\u30e9\u30b8\u30a7\u30af\u30c8\u30ea\u306b\u304a\u3051\u308b\u6700\u9069\u4ee5\u4e0b\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u30ed\u30fc\u30ab\u30e9\u30a4\u30ba\u3059\u308b\u3002 \u30d5\u30a1\u30af\u30bf\u751f\u6210\u306e\u9593\u3001QuantaAlpha\u306f\u4eee\u8aac\u3001\u56e0\u5b50\u8868\u73fe\u3001\u5b9f\u884c\u53ef\u80fd\u30b3\u30fc\u30c9\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u4e00\u8cab\u6027\u3092\u5f37\u5236\u3059\u308b\u3002<br><a href=\"http:\/\/arxiv.org\/abs\/2602.07085v1\">\u8ad6\u6587<\/a>\u00a0\u00a0<a href=\"https:\/\/fugumt.com\/fugumt\/paper_check\/2602.07085v1\">\u53c2\u8003\u8a33\uff08\u30e1\u30bf\u30c7\u30fc\u30bf\uff09<\/a>\u00a0 \u00a0(Fri, 06 Feb 2026 08:08:04 GMT)<\/li>\n\n\n\n<li>\u300cWe present QuantaAlpha, a self-evolving framework for interpretable alpha mining that formulates factor discovery as a constrained multi-agent research process. Extensive experiments across both Chinese and U.S. equity markets show that QuantaAlpha consistently produces more stable and generalizable factors than all baselines.\u300d\u3068\u306e\u3053\u3068\u3002\u300c(A) Diversified Planning Initialization to generate candidate hypotheses, (B) Factor Realization that iteratively instantiates hypotheses into executable factors with constraint gating, (C) Self-Evolution that applies mutation and crossover over evaluated trajectories, and (D) A Final Factor Pool that consolidates validated effective factors.\u300d\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u3067\u5b9f\u73fe\u3057\u3066\u3044\u3066\u3001\u30c6\u30b9\u30c8\u7d50\u679c\u306e\u901a\u308a\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3067\u3042\u308c\u3070\u3068\u3066\u3082\u8208\u5473\u6df1\u3044\u3002<\/li>\n\n\n\n<li>\u30ea\u30dd\u30b8\u30c8\u30ea\u306f<a href=\"https:\/\/github.com\/QuantaAlpha\/QuantaAlpha\">GitHub &#8211; QuantaAlpha\/QuantaAlpha: QuantaAlpha transforms how you discover quantitative alpha factors by combining LLM intelligence with evolutionary strategies. Just describe your research direction, and watch as factors are automatically mined, evolved, and validated through self-evolving trajectories.<\/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":[356],"class_list":["post-8226","post","type-post","status-publish","format-standard","hentry","category-arxiv","tag-self-x"],"_links":{"self":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8226","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=8226"}],"version-history":[{"count":1,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8226\/revisions"}],"predecessor-version":[{"id":8227,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=\/wp\/v2\/posts\/8226\/revisions\/8227"}],"wp:attachment":[{"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8226"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8226"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/devneko.jp\/wordpress\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8226"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}