{"id":40010,"date":"2025-04-10T01:02:48","date_gmt":"2025-04-09T17:02:48","guid":{"rendered":"https:\/\/17aitech.com\/?p=40010"},"modified":"2025-04-10T01:02:48","modified_gmt":"2025-04-09T17:02:48","slug":"ai%e5%8f%91%e8%ae%ba%e6%96%87%e8%a2%ab%e9%a1%b6%e4%bc%9a%e6%8e%a5%e6%94%b6%ef%bc%9f%e6%8b%bf%e5%88%b06-7-6%e5%90%8c%e8%a1%8c%e8%af%84%e5%ae%a1%e7%9a%84ai-scientist-v2%e6%9c%89%e5%a4%9a%e5%bc%ba","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40010","title":{"rendered":"AI\u53d1\u8bba\u6587\u88ab\u9876\u4f1a\u63a5\u6536\uff1f\u62ff\u52306\/7\/6\u540c\u884c\u8bc4\u5ba1\u7684AI Scientist-v2\u6709\u591a\u5f3a\uff0c\u6280\u672f\u7ec6\u8282\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-09-8\" target=\"_blank\">AI\u53d1\u8bba\u6587\u88ab\u9876\u4f1a\u63a5\u6536\uff1f\u62ff\u52306\/7\/6\u540c\u884c\u8bc4\u5ba1\u7684AI Scientist-v2\u6709\u591a\u5f3a\uff0c\u6280\u672f\u7ec6\u8282\u6765\u4e86<\/a><\/p>\n<section data-pm-slice=\"0 0 []\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6d96be9b84df4bfc0e3c33ec7ff7d4c3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6d96be9b84df4bfc0e3c33ec7ff7d4c3.png\"><\/a><\/section>\n<section><\/section>\n<p>\u7f16\u8f91 | ScienceAI<\/p>\n<p data-pm-slice=\"0 0 []\">\u8fd8\u8bb0\u5f97 2024 \u5e74 8 \u6708 Sakana AI \u53d1\u5e03\u7684 AI Scientist \u5417\uff1f\u5168\u7403\u9996\u4e2a\u7528\u4e8e\u81ea\u52a8\u5316\u79d1\u5b66\u7814\u7a76\u548c\u5f00\u653e\u5f0f\u53d1\u73b0\u7684 AI \u7cfb\u7edf\u3002<\/p>\n<p data-pm-slice=\"0 0 []\">\u5982\u4eca\u5b83\u5df2\u7ecf\u8fdb\u5316\u5230\u4e86 AI Scientist-v2 \u7248\u672c\uff0c\u5e76\u4e14\u5b83\u751f\u6210\u7684\u8bba\u6587\u51e0\u4e4e\u8fbe\u5230\u88ab AI \u9876\u4f1a\u63a5\u6536\u7684\u6c34\u5e73\u4e86\uff01<\/p>\n<p>AI Scientist-v2 \u751f\u6210\u7684\u8fd9\u7bc7\u8bba\u6587\u9898\u4e3a\u300a<em>Compositional Regularization: Unexpected Obstacles in Enhancing Neural Network Generalization<\/em>\u300b\uff0c\u5728 ICLR 2025 \u4e0a\u62ff\u5230\u4e86 6\/7\/6 \u7684\u540c\u884c\u8bc4\u5ba1\u5206\u6570\u3002<\/p>\n<p>\u4ec0\u4e48\u6c34\u5e73\u5462\uff0c\u5c31\u662f\u8d85\u8fc7\u4e86\u5e73\u5747\u63a5\u53d7\u9608\u503c\uff0c\u4f18\u4e8e\u8bb8\u591a\u4eba\u7c7b\u64b0\u5199\u7684\u8bba\u6587\u3002\u8fd9\u4e5f\u662f\u9996\u7bc7\u5b8c\u5168\u7531 AI \u751f\u6210\u4e14\u901a\u8fc7\u9876\u7ea7\u673a\u5668\u5b66\u4e60\u4f1a\u8bae\u7814\u8ba8\u4f1a\u540c\u884c\u8bc4\u5ba1\u7684\u5b66\u672f\u8bba\u6587\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cd5d56403b069d8ff2d3ae288681d1e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cd5d56403b069d8ff2d3ae288681d1e2.png\"><\/a><\/section>\n<p>\u56fe\u793a\uff1a\u8fd9\u7bc7\u8bba\u6587\u7531 AI Scientist-v2 \u5b8c\u6210\u3002\u8bba\u6587\u6295\u7a3f\u81f3 ICLR 2025\u00a0<em>workshop<\/em>\uff0c\u7ecf\u00a0<em>workshop<\/em><em>\u00a0<\/em>\u540c\u610f\u4e0e Sakana AI \u56e2\u961f\u5408\u4f5c\uff0c\u5bf9 AI \u751f\u6210\u7684\u8bba\u6587\u8fdb\u884c\u53cc\u76f2\u8bc4\u5ba1\u5b9e\u9a8c\u3002<span data-pm-slice='1 1 [\"para\",{\"tagName\":\"p\",\"attributes\":{\"style\":\"margin: 8px 16px 0px;line-height: 1.75em;text-align: left;\"},\"namespaceURI\":\"http:\/\/www.w3.org\/1999\/xhtml\"}]'>(\u6765\u6e90\uff1aSakana AI)<\/span><\/p>\n<p>\u4eca\u5929\uff0c\u63a8\u51fa AI Scientist \u7684\u5f00\u53d1\u56e2\u961f\u2014\u2014\u4eba\u5de5\u667a\u80fd\u521d\u521b\u516c\u53f8 Sakana AI \u53d1\u5e03\u4e86AI Scientist-v2 \u7684\u6280\u672f\u62a5\u544a\u300a<em>The AI Scientist-v2: Workshop-Level Automated Scientific Discovery via Agentic Tree Search<\/em>\u300b\uff0c\u5e76\u5f00\u6e90\u4e86\u5176\u4ee3\u7801\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-fde0bbecd929d30d8f49ecd8cd8bf863.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-fde0bbecd929d30d8f49ecd8cd8bf863.jpeg\"><\/a><\/section>\n<p>\u6280\u672f\u62a5\u544a\uff1ahttps:\/\/pub.sakana.ai\/ai-scientist-v2\/paper\/paper.pdf<\/p>\n<p>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/SakanaAI\/AI-Scientist-v2<\/p>\n<p><strong>AI Scientist-v2 \u7684\u6280\u672f\u521b\u65b0<\/strong><\/p>\n<p>AI Scientist-v2 \u76f8\u6bd4\u4e8e AI Scientist-v1 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Scientist-v2\u5de5\u4f5c\u6d41\u3002\u672c\u5de5\u4f5c\u6d41\u7a0b\u5305\u542b\u591a\u4e2a\u9636\u6bb5\uff0c\u6db5\u76d6\uff1a\u81ea\u52a8\u5316\u521b\u610f\u751f\u6210\u3001\u5b9e\u9a8c\u6267\u884c\u3001\u56fe\u8868\u53ef\u89c6\u5316\u3001\u8bba\u6587\u64b0\u5199\u3001\u8bc4\u5ba1\u73af\u8282\u3002\uff08\u6765\u6e90\uff1a\u6280\u672f\u62a5\u544a\uff09<\/p>\n<p>\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0cSakana AI \u56e2\u961f\u5728\u5b9e\u9a8c\u9636\u6bb5\u5f15\u5165\u4e86\u4e24\u4e2a\u5173\u952e\u7279\u6027\uff1a\u7c97\u7c92\u5ea6\u5b9e\u9a8c\u7ba1\u7406\u548c\u57fa\u4e8e\u667a\u80fd\u4f53\u6811\u641c\u7d22\u7684\u63a2\u7d22\u3002\u5e76\u4e14\uff0c\u4ed6\u4eec\u5c06\u89c6\u89c9\u8bed\u8a00\u6a21\u578b (VLM) \u96c6\u6210\u5230\u5b9e\u9a8c\u548c\u8bc4\u5ba1\u9636\u6bb5\u3002\u540c\u65f6\uff0c\u7814\u7a76\u4eba\u5458\u7b80\u5316\u4e86\u7a3f\u4ef6\u64b0\u5199\u9636\u6bb5\uff0c\u5c06 AI Scientist-v1 \u4e2d\u57fa\u4e8e Aider 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\u91c7\u7528\u4e86\u4ece\u66f4\u9ad8\u62bd\u8c61\u5c42\u6b21\u5f00\u59cb\u7684\u6d41\u7a0b\u3002\u8be5\u7cfb\u7edf\u9f13\u52b1\u5bf9\u6f5c\u5728\u7684\u7814\u7a76\u65b9\u5411\u3001\u5047\u8bbe\u548c\u5b9e\u9a8c\u8bbe\u8ba1\u8fdb\u884c\u66f4\u5f00\u653e\u7684\u601d\u8003\uff0c\u7c7b\u4f3c\u4e8e\u5728\u786e\u5b9a\u5177\u4f53\u5b9e\u65bd\u65b9\u6848\u4e4b\u524d\u5236\u5b9a\u7814\u7a76\u6458\u8981\u6216\u8d44\u52a9\u63d0\u6848\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u9f13\u52b1\u63a2\u7d22\u6f5c\u5728\u7684\u66f4\u65b0\u9896\u6216\u66f4\u57fa\u7840\u7684\u60f3\u6cd5\uff0c\u800c\u4e0d\u662f\u53d7\u9650\u4e8e\u73b0\u6709\u4ee3\u7801\u7684\u7ed3\u6784\u548c\u4e3b\u9898\u3002\u5b83\u66f4\u7b26\u5408\u7814\u7a76\u4eba\u5458\u901a\u5e38\u6784\u5efa\u66f4\u5e7f\u9614\u7814\u7a76\u613f\u666f\u7684\u65b9\u5f0f\uff1a\u4ece\u62bd\u8c61\u6982\u5ff5\u5165\u624b\uff0c\u8bc4\u4f30\u5176\u65b0\u9896\u6027\u548c\u53ef\u884c\u6027\uff0c\u7136\u540e\u518d\u6df1\u5165\u7814\u7a76\u5177\u4f53\u5b9e\u73b0\u3002<\/p>\n<p>\u81f3\u5173\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e2a\u5e7f\u4e49\u7684\u521b\u610f\u751f\u6210\u9636\u6bb5\u5c06\u6587\u732e\u7efc\u8ff0\u5de5\u5177\uff08\u4f8b\u5982 Semantic Scholar\uff09\u6574\u5408\u5230\u5faa\u73af\u4e2d\u3002\u8be5\u7cfb\u7edf\u53ef\u4ee5\u5728\u521b\u610f\u5f62\u6210\u8fc7\u7a0b\u4e2d\u67e5\u8be2\u6587\u732e\u6570\u636e\u5e93\uff0c\u4ee5\u8bc4\u4f30\u6240\u63d0\u6982\u5ff5\u7684\u65b0\u9896\u6027\u5e76\u8bc6\u522b\u76f8\u5173\u7684\u5148\u524d\u7814\u7a76\u3002\u8fd9\u4f7f\u5f97\u7814\u7a76\u4eba\u5458\u80fd\u591f\u66f4\u660e\u667a\u5730\u51b3\u5b9a\u662f\u5426\u8981\u9009\u62e9\u7279\u5b9a\u7684\u7814\u7a76\u9014\u5f84\uff0c\u786e\u4fdd\u521b\u610f\u4ece\u4e00\u5f00\u59cb\u5c31\u7acb\u8db3\u4e8e\u73b0\u6709\u7684\u79d1\u5b66\u9886\u57df\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u4f9d\u8d56\u4e8e\u4e8b\u540e\u68c0\u9a8c\u3002<\/p>\n<p><strong>2\u3001\u6d88\u9664\u6a21\u677f\u4f9d\u8d56<\/strong><\/p>\n<p>\u5728\u6539\u8fdb\u7684\u521b\u610f\u751f\u6210\u9636\u6bb5\u4e4b\u540e\uff0cAI Scientist-v2 \u7ee7\u7eed\u8fdb\u884c\u5b9e\u9a8c\u3002\u9664\u4e86\u4ee3\u7801\u8c03\u8282\u7684\u521b\u610f\u751f\u6210\u4e4b\u5916\uff0cAI Scientist-v1 \u8fd8\u4f9d\u8d56\u9884\u5b9a\u4e49\u7684\u6a21\u677f\u4ee3\u7801\u4f5c\u4e3a\u8d77\u59cb\u57fa\u7ebf\u5b9e\u73b0\u3002LLM 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Scientist-v1 \u4e25\u683c\u7ebf\u6027\u8fd0\u884c\uff0c\u6bcf\u6b21\u4ee3\u7801\u6539\u8fdb\u90fd\u76f4\u63a5\u5efa\u7acb\u5728\u524d\u4e00\u6b21\u5b9e\u9a8c\u7684\u57fa\u7840\u4e0a\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cAI Scientist-v2 \u91c7\u7528\u4e86\u66f4\u52a0\u7075\u6d3b\u548c\u63a2\u7d22\u6027\u7684\u65b9\u6cd5\uff0c\u7814\u7a76\u4eba\u5458\u5c06\u8fd9\u79cd\u667a\u80fd\u4f53\u6811\u641c\u7d22\u65b9\u6cd5\u878d\u5165\u524d\u6587\u63d0\u5230\u7684\u56db\u4e2a\u5b9e\u9a8c\u9636\u6bb5\u4e2d\uff0c\u4ece\u800c\u80fd\u591f\u66f4\u6df1\u5165\u3001\u66f4\u7cfb\u7edf\u5730\u63a2\u7d22\u79d1\u5b66\u5047\u8bbe\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cd6e13baf8ee7a7cae5b00274012f9f6.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cd6e13baf8ee7a7cae5b00274012f9f6.jpeg\"><\/a><\/section>\n<p>\u56fe\u793a\uff1aAI Scientist-v2\u57fa\u4e8e\u6811\u7684\u5b9e\u9a8c\u591a\u9636\u6bb5\u5de5\u4f5c\u6d41\u3002\uff08\u6765\u6e90\uff1a\u6280\u672f\u62a5\u544a\uff09<\/p>\n<p><strong>3\u3001\u4f7f\u7528\u4e86 Hugging Face \u4e2d\u7684\u6570\u636e\u96c6<\/strong><\/p>\n<p>\u5728 AI Scientist-v2 \u4e2d\uff0c\u8be5\u56e2\u961f\u5c3d\u53ef\u80fd\u5730\u8ba9\u7cfb\u7edf\u5229\u7528\u00a0Hugging Face Hub\uff0c\u5e76\u4f7f\u7528\u6807\u51c6\u7684\u5355\u884c\u51fd\u6570 (datasets.load_dataset) 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src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b7a9a85f8205348aae431f40a16734bb.png\"><\/a><\/section>\n<p>\u56fe\u793a\uff1a\u7531 AI Scientist-v2 \u751f\u6210\u7684\u540c\u884c\u8bc4\u5ba1 ICBINB \u7814\u8ba8\u4f1a\u8bba\u6587\u3002\uff08\u6765\u6e90\uff1a\u6280\u672f\u62a5\u544a\uff09<\/p>\n<p>Sakana AI \u56e2\u961f\u4e0e ICLR \u7814\u8ba8\u4f1a\u7ec4\u7ec7\u8005\u5408\u4f5c\uff0c\u63d0\u4ea4\u4e86 3 \u7bc7\u5b8c\u5168\u7531 AI Scientist-v2 \u751f\u6210\u7684\u8bba\u6587\u8fdb\u884c\u53cc\u76f2\u540c\u884c\u8bc4\u5ba1\u3002\u8bc4\u5ba1\u4eba\u672a\u88ab\u544a\u77e5\u8bba\u6587\u6765\u6e90\u3002<\/p>\n<p>AI Scientist-v2 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