{"id":29985,"date":"2026-08-04T09:50:23","date_gmt":"2026-08-04T01:50:23","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=29985"},"modified":"2026-08-04T09:50:23","modified_gmt":"2026-08-04T01:50:23","slug":"ai%e8%af%81%e4%bc%aa%e7%99%be%e5%b9%b4%e6%95%b0%e5%ad%a6%e7%8c%9c%e6%83%b3%e8%a2%ab%e6%89%93%e5%81%87%ef%bc%81lean%e8%af%81%e6%98%8e%e6%83%8a%e7%8e%b0%e6%bc%8f%e6%b4%9e%ef%bc%8c%e5%93%a5%e5%a4%a7","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2026\/08\/04\/29985\/","title":{"rendered":"AI\u8bc1\u4f2a\u767e\u5e74\u6570\u5b66\u731c\u60f3\u88ab\u6253\u5047\uff01Lean\u8bc1\u660e\u60ca\u73b0\u6f0f\u6d1e\uff0c\u54e5\u5927\u6559\u6388\u7834\u9632\u4e86"},"content":{"rendered":"<div class=\"article-desc\">\u91cf\u5b50\u5e76\u884c\u91cd\u590d\u5b9a\u7406\uff08Quantum parallel repetition theorem\uff09\uff0c\u662fHenry Yuen\u5728\u7814\u7a76\u751f\u9636\u6bb5\u8017\u8d39\u6570\u5e74\u5fc3\u8840\u94bb\u7814\u7684\u9886\u57df\uff0c\u4e5f\u662f\u4ed6\u6700\u5f15\u4ee5\u4e3a\u50b2\u7684\u6210\u679c\u3002<\/div>\n<div id=\"postspictures\" class=\"article-content\">\n<div id=\"container\" class=\"container am-engine\" data-v-01a18e2f=\"\" data-element=\"root\">\n<p>OpenAI\u5185\u90e8\u6700\u65b0\u63a8\u7406\u6a21\u578b\uff0c\u4e00\u53e3\u6c14\u53d1\u5e03\u4e86\u5341\u9879\u60ca\u4eba\u7684\u6570\u5b66\u8fdb\u5c55\u3002<\/p>\n<p>\u5176\u4e2d\u5305\u62ec\uff1a<\/p>\n<ul data-id=\"ua73dd4b-j0WaALmA\">\n<li data-id=\"ld70c578-KtST3bKr\">\u9996\u6b21\u8bc1\u660e\u4e86\u975eSofic\u7fa4\uff08Non-sofic groups\uff09\u7684\u5b58\u5728\u6027 \uff1b<\/li>\n<li data-id=\"ld70c578-VqfrhpYN\">\u7ed9\u51fa\u4e86\u5168\u65b0\u7684\u7535\u8def\u4e0b\u754c\uff08Circuit lower bounds\uff09\uff1b<\/li>\n<li data-id=\"ld70c578-sAWUWr0b\">\u653b\u514b\u4e86\u6700\u8fd1\u5411\u91cf\u95ee\u9898\uff08Closest Vector Problem\uff0cCVP\uff09\u96be\u5ea6\u6781\u9650\uff1b<\/li>\n<li data-id=\"ld70c578-G3VeQ9au\">\u4ee5\u53ca\u53cc\u4eba\u91cf\u5b50\u535a\u5f08\u5e76\u884c\u91cd\u590d\u6307\u6570\u8870\u51cf\u5b9a\u7406\uff08Quantum parallel repetition\uff09\u3002<\/li>\n<\/ul>\n<p>\u6700\u4ee4\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u526f\u6559\u6388Henry Yuen\u5728\u4e4e\u7684\u662f\u6700\u540e\u4e00\u4e2a\u2014\u2014<\/p>\n<p>2016\u5e74\uff0cYuen\u5728\u8be5\u95ee\u9898\u4e0a\u53d6\u5f97\u4e86\u91cd\u5927\u8fdb\u5c55\uff0c\u4f46\u5e76\u672a\u5f7b\u5e95\u89e3\u51b3\u300210\u5e74\u6765\uff0c\u4ed6\u5c61\u6218\u5c61\u8d25\uff0c\u751a\u81f3\u4e00\u4e2a\u6708\u524d\u4ed6\u8fd8\u7528ChatGPT 5.5\u518d\u6b21\u5411\u7ec8\u6781\u8bc1\u660e\u51b2\u950b\uff0c\u4f46\u6536\u83b7\u5be5\u5be5\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/67f1c30072f181bfaed0441fa0452ab3f6ea27.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u800cAI\u5728\u4ed6\u7684\u80a9\u8180\u4e0a\uff0c\u8f7b\u8f7b\u4e00\u811a\uff0c\u628a\u7403\u9001\u8fdb\u4e86\u7403\u95e8\u3002<\/p>\n<h4>\u8bc1\u660e\u5bf9\u4e86\uff0c\u4eba\u7c7b\u5374\u6ca1\u7406\u89e3<\/h4>\n<p>\u51e0\u5929\u524d\uff0cLijie Chen\u53d1\u7ed9Henry Yuen\u548c\u53e6\u5916\u51e0\u4e2a\u4eba\u4e00\u4efd\u8bba\u6587\u8349\u7a3f\u3002<\/p>\n<p>\u5f53\u65f6\u751f\u6d3b\u5f88\u5fd9\uff0c\u4ed6\u65e0\u6687\u6df1\u5165\u7814\u8bfb\u3002\u73b0\u5728\uff0c\u8bba\u6587\u5df2\u7ecf\u516c\u5e03\u3002\u4ed6\u4e0d\u5410\u4e0d\u5feb\uff0c\u6709\u8bdd\u8981\u8bf4\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/092a25c829a97f44c8458329b29f5b6e6b4550.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u91cf\u5b50\u5e76\u884c\u91cd\u590d\u5b9a\u7406\uff08Quantum parallel repetition theorem\uff09\uff0c\u662fHenry Yuen\u5728\u7814\u7a76\u751f\u9636\u6bb5\u8017\u8d39\u6570\u5e74\u5fc3\u8840\u94bb\u7814\u7684\u9886\u57df\uff0c\u4e5f\u662f\u4ed6\u6700\u5f15\u4ee5\u4e3a\u50b2\u7684\u6210\u679c\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/615100f41e0b37f312d072c1bf8c8813d67557.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>Henry Yuen\uff0c\u73b0\u4efb\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66Srivani Family\u8ba1\u7b97\u673a\u79d1\u5b66\u526f\u6559\u6388<\/p>\n<p>\u4ed6\u8bb0\u5f97\u90a3\u4e9b\u6ce1\u5728\u5496\u5561\u9986\u91cc\u7684\u5348\u540e\uff0c\u5750\u5728\u529e\u516c\u5ba4\u91cc\u7684\u6df1\u591c\uff0c\u8fd8\u6709\u65e0\u6570\u4e2a\u672c\u8be5\u4f11\u606f\u7684\u5468\u672b\uff0c\u53cd\u590d\u62c6\u89e3\u7814\u8bfbRan Raz\u7684\u7ecf\u5178\u5e76\u884c\u91cd\u590d\u5b9a\u7406\u3002<\/p>\n<p>\u4ed6\u60f3\u89e3\u51b3\u8fd9\u4e2a\u5b9a\u7406\u7684\u91cf\u5b50\u7248\u672c\uff0c\u4e3a\u6b64\u591c\u4e0d\u80fd\u5bd0\u3001\u8f97\u8f6c\u53cd\u4fa7\u3002\u4ed6\u541e\u4e0b\u4e86\u6210\u5428\u7684\u6570\u5b66\u5de5\u5177\uff0c\u6700\u7ec8\u6210\u529f\u8bc1\u660e\u4e86\u591a\u9879\u5f0f\u8870\u51cf\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/c31b6770367fb511454353e2b4cfedaa11d6f1.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>https:\/\/arxiv.org\/pdf\/1604.04340<\/p>\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4ed6\u4ece\u4e2d\u5efa\u7acb\u4e86\u4fe1\u5fc3\uff0c\u7ec8\u4e8e\u8ba4\u6e05\u81ea\u5df1\u7684\u5b9e\u529b\uff0c\u8bc1\u660e\u4e86\u4ed6\u786e\u5b9e\u80fd\u89e3\u51b3\u90a3\u4e9b\uff08\u81f3\u5c11\u4e00\u90e8\u5206\uff09\u522b\u4eba\u4e5f\u5728\u4e4e\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4ed6\u76f8\u4fe1OpenAI\u7684\u8fd9\u4efd\u8bc1\u660e\u5e94\u8be5\u662f\u6b63\u786e\u7684\uff0c\u6bd5\u7adf\u5df2\u7ecf\u6709Lean\u5f62\u5f0f\u5316\u8bc1\u660e\u3002\u4f46\u8981\u6d88\u5316\u8fd9\u4e2a\u65b0\u8bc1\u660e\uff0cHenry Yuen\u8fd8\u9700\u8981\u4e00\u4e9b\u65f6\u95f4\u3002<\/p>\n<p>\u867d\u7136\u65b0\u8bc1\u660e\u786e\u5b9e\u4ece\u4ed6\u4e4b\u524d\u7ed3\u675f\u7684\u5730\u65b9\u7ee7\u7eed\u51fa\u53d1\uff0c\u4f46AI\u7a81\u7834\u4e86\u4ed6\u539f\u6709\u8bc1\u660e\u7b56\u7565\u7684\u9650\u5236\uff0c\u4f7f\u7528\u4e86\u4e00\u4e9b\u6280\u5de7\u548c\u65b9\u6cd5\u3002\u8fd9\u4e9b\u65b9\u6cd5\u6216\u8bb8\u5df2\u7ecf\u88ab\u7b97\u5b50\u7406\u8bba\uff08operator theory\uff09\u548c\u6cdb\u51fd\u5206\u6790\uff08functional analysis\uff09\u9886\u57df\u7684\u7814\u7a76\u8005\u6240\u638c\u63e1\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/232be3a18d8e788619b24387d869895656d6e1.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u5174\u594b\u4e4b\u5916\uff0cYuen\u7684\u7b2c\u4e00\u4e2a\u611f\u53d7\u662f\u5931\u671b\uff0c\u5bf9\u8bba\u6587\u5199\u4f5c\u98ce\u683c\u7684\u5931\u671b\u3002<\/p>\n<p>\u4ed6\u8bf4\u8fd9\u4efd\u8bc1\u660e\u8bfb\u8d77\u6765\u6ee1\u662fAI\u5473\u513f\uff1a\u5197\u957f\u7684\u94fa\u57ab\u7ed5\u4e86\u534a\u5929\uff0c\u5173\u952e\u73af\u8282\u5374\u50cf\u53d8\u9b54\u672f\uff0c\u8ba9\u4eba\u4e00\u5934\u96fe\u6c34\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/f826f37207220eac96311703d6dde53607d25f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>OpenAI\u7684\u8bc1\u660e\uff0c\u8bfb\u6765\u9887\u6709\u610f\u601d\uff0c\u5374\u4e5f\u6709\u4e9b\u4ee4\u4eba\u5934\u75bc\u3002<\/p>\n<p>\u5b83\u5148\u628a\u95ee\u9898\u7aef\u7aef\u6b63\u6b63\u5730\u6446\u5728\u684c\u4e0a\uff0c\u7136\u540e\u5ffd\u7136\u4e00\u8dc3\u5230\u300c\u7528\u9884\u89e3\u5f0f\u53bb\u627e\u6b63\u786e\u7684purification\u300d\u8fd9\u4e2a\u65b9\u5411\uff0c\u4e2d\u95f4\u51e0\u4e4e\u4e0d\u7559\u4efb\u4f55\u903b\u8f91\u9636\u68af\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/4372ab6248a62c7001f112c94554e7aef3922a.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u63a5\u4e0b\u6765\uff0c\u4fbf\u662f\u4e00\u8fde\u4e32\u9887\u4e3a\u53e6\u7c7b\u7684\u77e9\u9635\u71b5\u8ba1\u7b97\uff0c\u5f2f\u5f2f\u7ed5\u7ed5\u5730\u7b97\u4e0b\u53bb\uff0c\u672b\u4e86\u544a\u8bc9\u4f60\uff1a\u8fd9\u6761\u8def\u8d70\u5f97\u901a\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/67da9b176367a9a4400122674570b6b9c1ac37.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u53ef\u90a3\u6700\u5173\u952e\u7684\u4e00\u6b65\uff0c\u90a3\u4e2a\u76f4\u89c9\u7a76\u7adf\u4ece\u4f55\u800c\u6765\uff0c\u5b83\u6ca1\u6709\u8bf4\u3002<\/p>\n<p>\u800c\u6700\u7cbe\u5999\u3001\u6700\u8003\u9a8c\u521b\u9020\u529b\u7684\u90a3\u4e00\u7b14\u2014\u2014\u5229\u7528<strong>Uhlmann \u53d8\u6362\uff08Uhlmann transformation\uff09<\/strong>\u00a0\u8fdb\u884c\u7b97\u5b50\u7a7a\u95f4\u81a8\u80c0\u7684\u6280\u5de7\uff0c\u672c\u5e94\u662f\u6574\u7bc7\u8bc1\u660e\u6700\u52a8\u4eba\u5fc3\u9b44\u7684\u9ad8\u6f6e\uff0c\u5374\u88abAI\u5f03\u5b50\u5982\u6ce5\u6c99\uff0c\u6beb\u65e0\u9884\u8b66\u3001\u6beb\u65e0\u89e3\u91ca\u5730\u4e22\u5728\u4e86\u7b2c\u56db\u8282\u3002<\/p>\n<p>\u6b63\u786e\u7684\u8bc1\u660e\uff0c\u5374\u85cf\u8d77\u6765\u4e86\u6700\u91cd\u8981\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u4ed6\u5e0c\u671bOpenAI\u80fd\u591a\u82b1\u51e0\u4e2a\u63d0\u793a\u8bcd\uff0c\u628a\u8fd9\u7bc7\u6587\u7a3f\u597d\u597d\u7406\u4e00\u7406\u3002<\/p>\n<p>\u66f4\u624e\u5fc3\u7684\u662f\u7b2c\u4e8c\u5c42\uff1a<strong>Lean\u9a8c\u8bc1\u901a\u8fc7\uff0c\u4e0d\u7b49\u4e8e\u7406\u89e3\u3002<\/strong><\/p>\n<p>\u673a\u5668\u53ef\u4ee5\u4fdd\u8bc1\u6bcf\u4e00\u6b65\u63a8\u5bfc\u65e0\u61c8\u53ef\u51fb\uff0c\u4f46\u300c\u4e3a\u4ec0\u4e48\u8fd9\u4e00\u62db\u6709\u6548\u300d\u300c\u5b83\u5728\u66f4\u5927\u7684\u7406\u8bba\u7248\u56fe\u91cc\u610f\u5473\u7740\u4ec0\u4e48\u300d\u300c\u8fd8\u80fd\u7528\u5728\u54ea\u91cc\u300d\u2014\u2014\u8fd9\u4e9b\u95ee\u9898\uff0cLean\u4e00\u4e2a\u90fd\u7b54\u4e0d\u4e86\u3002<\/p>\n<p>Yuen\u5766\u8a00\uff0c\u4ed6\u5230\u73b0\u5728\u8fd8\u5728\u6d88\u5316\u8fd9\u4efd\u8bc1\u660e\u3002<\/p>\n<p>\u7b54\u6848\u6446\u5728\u9762\u524d\uff0c\u4ed6\u5374\u8981\u50cf\u8bfb\u5916\u884c\u7684\u8bba\u6587\u4e00\u6837\uff0c\u4e00\u884c\u884c\u53bb\u8fd8\u539fAI\u6ca1\u8bf4\u51fa\u53e3\u7684\u76f4\u89c9\u3002<\/p>\n<p>\u6ca1\u9519\uff0c\u662f\u6709\u4e2aLean\u8bc1\u660e\u5728\u90a3\u513f\u3002\u53ef\u90a3\u53ea\u662f\u5f62\u5f0f\u5316\uff0c\u4e0d\u4ee3\u8868\u6211\u61c2\u4e86\u3002\u771f\u8981\u6d88\u5316\uff0c\u6050\u6015\u53ea\u80fd\u9760\u65f6\u95f4\u6162\u6162\u78e8\u3002<\/p>\n<p>\u7684\u786e\uff0cAI\u62d3\u5bbd\u4e86\u4eba\u7c7b\u7406\u89e3\u7684\u7586\u57df\uff0c\u4f46\u7136\u540e\u5462\uff1f\u7814\u7a76\u7684\u4e50\u8da3\u548c\u610f\u4e49\u8fd8\u5269\u4ec0\u4e48\uff1f\u8981\u662fAI\u628a\u4ed6\u9b42\u7275\u68a6\u7ed5\u7684\u96be\u9898\u90fd\u89e3\u51b3\u4e86\uff0c\u4ed6\u8fd8\u5269\u4ec0\u4e48\uff1f<\/p>\n<p>\u95ee\u9898\u63a5\u8e35\u800c\u81f3\u3002\u4f46\u6709\u4e00\u70b9\u4ed6\u8d8a\u6765\u8d8a\u786e\u5b9a\uff1a\u6570\u5b66\u5bb6\u63a5\u4e0b\u6765\u7684\u65e5\u5b50\u4e0d\u4f1a\u95f2\uff0c\u65e2\u8981\u9a6f\u670d\u8fd9\u4e9b\u601d\u60f3\u5de8\u517d\uff0c\u8fd8\u5f97\u628a\u5b83\u4eec\u7684\u9ed1\u8bdd\u7ffb\u8bd1\u6210\u4eba\u8bdd\u3002<\/p>\n<h4>AI\u300c\u8bc1\u4f2a\u300d\u767e\u5e74\u6570\u5b66\u731c\u60f3\u88ab\u6253\u5047\uff01Lean\u4e5f\u4e0d\u662f\u4fdd\u9669\u7bb1<\/h4>\n<p>\u4e0a\u5468\uff0cRamana Kumar\u7528300\u884cLean\u8bc1\u4f2a\u4e86\u6700\u51fa\u540d\u7684\u6570\u5b66\u672a\u89e3\u4e4b\u8c1c\u300c\u79d1\u62c9\u5179\u731c\u60f3\u300d\uff08Collatz conjecture\uff09\u3002<\/p>\n<p>\u5b83\u95ee\u7684\u95ee\u9898\u7279\u522b\u7b80\u5355\uff1a\u7ed9\u4f60\u4e00\u4e2a\u6b63\u6574\u6570\uff0c\u6309\u4e24\u6761\u89c4\u77e9\u53cd\u590d\u64cd\u4f5c\u2014\u2014\u5076\u6570\u5c31\u9664\u4ee5 2\uff0c\u5947\u6570\u5c31\u4e58\u4ee53\u518d\u52a01\u2014\u2014\u6700\u540e\u662f\u4e0d\u662f\u4e0d\u7ba1\u4ece\u54ea\u4e2a\u6570\u51fa\u53d1\uff0c\u90fd\u4f1a\u4e00\u8def\u8dcc\u52301\uff1f<\/p>\n<p>\u4f60\u53ef\u4ee5\u7b97\u4e00\u4e0b\uff1a<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/859d18b94e9e01a407252645e557c892a7c377.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u8fd9\u4e2a\u731c\u60f3\u8bf4\u7684\u5c31\u662f\uff1a\u4e0d\u7ba1\u4f60\u62ff\u54ea\u4e2a\u6b63\u6574\u6570\u5f00\u5934\uff0c\u6700\u540e\u90fd\u4f1a\u6389\u8fdb\u8fd9\u4e2a 4\u21922\u21921 \u7684\u5708\u91cc\u3002<\/p>\n<p><strong><span class=\"\">\u8fd9\u4e2a\u95ee\u9898\u81ea\u6570\u5b66\u5bb6Lothar Collatz\u57281937\u5e74\u63d0\u51fa\u540e\uff0c\u6ca1\u6709\u4eba\u80fd\u8bc1\u660e\u5b83\u6210\u7acb\uff0c\u4e5f\u6ca1\u6709\u627e\u5230\u53cd\u4f8b\u3002<\/span><\/strong><\/p>\n<p>\u5b83\u88ab\u6570\u5b66\u5bb6Paul Erd\u0151s\u79f0\u4e3a\uff1a\u300c\u6570\u5b66\u8fd8\u6ca1\u51c6\u5907\u597d\u5e94\u5bf9\u8fd9\u6837\u7684\u95ee\u9898\u300d\uff0c\u800c\u7f8e\u56fd\u79d1\u5b66\u9662\u9662\u58eb\u3001\u6570\u5b66\u5bb6Jeffrey Lagarias\u5219\u8ba4\u4e3a\u300c\u8fd9\u662f\u4e2a\u5f02\u5e38\u56f0\u96be\u7684\u95ee\u9898\uff0c\u5b8c\u5168\u8d85\u51fa\u4e86\u5f53\u4eca\u6570\u5b66\u7684\u8303\u56f4\u300d\u3002<\/p>\n<p>\u5982\u679c\u88ab\u8bc1\u4f2a\uff0c\u65e0\u7591\u662f\u6570\u5b66\u754c\u7206\u70b8\u6027\u65b0\u95fb\u3002<\/p>\n<p>\u53ef\u60dc\u7684\u662f\uff0c3\u5929\u540e\uff0c\u8fd9\u4efd\u5f62\u5f0f\u5316\u7684Lean\u8bc1\u660e\u88ab\u5224\u65e0\u6548\uff0c\u56e0\u4e3a\u5b83\u5b9e\u9645\u4e0a\u53ea\u662f\u5229\u7528\u4e86Lean\u5185\u6838\u7684\u4e00\u4e2a\u5e95\u5c42\u6f0f\u6d1e\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/9375e65711012f76d731232fe73436ba88b3c8.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>OpenAI\u7684Daniel Selsam\uff0c\u5e26\u7740\u4e00\u4e2a\u4e13\u653b\u7f51\u7edc\u5b89\u5168\u65b9\u5411\u7684 AI\uff0c\u534f\u52a9Lean FRO\u505a\u4e86\u4e00\u6b21\u5185\u6838\u5ba1\u8ba1\u3002<\/p>\n<p>\u7ed3\u679c\uff0c\u4ed6\u4eec\u5728Lean\u5185\u6838\u91cc\u53d1\u73b0\u4e86\u4e0d\u6b62\u4e00\u8d77\u6f0f\u6d1e\uff01<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/1970ccc91271f98f7a87229134a199308e2e1c.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u51e0\u4e4e\u540c\u4e00\u65f6\u95f4\uff0cRutgers\u5927\u5b66\u6570\u5b66\u6559\u6388\u3001Lean\u4e13\u9879\u7814\u7a76\u7ec4\u7ec7\u987e\u95eeAlex Kontorovich\u53d1\u6587\u63d0\u9192\uff1a\u522b\u628aLean\u5f53\u5168\u80fd\u9a8c\u8bc1\u8005\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/c21111b7956d154a296153d778ef2754a302e3.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p><strong>\u4ed6\u76f4\u6307\u6b7b\u7a74\u2014\u2014\u8bed\u4e49\u5bf9\u9f50\uff08Semantic Alignment\uff09\u3002<\/strong><\/p>\n<p>\u5373\u4f7fLean\u5185\u6838\u65e0\u61c8\u53ef\u51fb\uff0cLean\u4e5f\u53ea\u7ba1\u4ee3\u7801\u7f16\u8bd1\u3002\u8c01\u6765\u786e\u4fdd\u4f60\u5199\u5728\u4ee3\u7801\u91cc\u7684\u300c\u5b9a\u4e49\u300d\u548c\u4eba\u7c7b\u5728\u81ea\u7136\u8bed\u8a00\u91cc\u7684\u300c\u76f4\u89c9\u610f\u56fe\u300d\u662f\u4e00\u56de\u4e8b\uff1f<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/051307b65f74f27de9c56717fd479b1f903cdf.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>Lean\u80fd\u786e\u8ba4\u7684\u53ea\u6709\u4e00\u4ef6\u4e8b\uff1a\u4ee3\u7801\u7f16\u8bd1\u901a\u8fc7\uff0c\u5f62\u5f0f\u903b\u8f91\u65e0\u8bef\u3002\u4f46\u5b83\u7edd\u4e0d\u9a8c\u8bc1\u4e00\u4e2a\u66f4\u8981\u547d\u7684\u95ee\u9898\uff1a<strong>\u8fd9\u6bb5\u5f62\u5f0f\u5316\u9648\u8ff0\uff0c\u771f\u7684\u5bf9\u5e94\u4f60\u60f3\u8bc1\u7684\u90a3\u4e2a\u5b9a\u7406\u5417\uff1f<\/strong><\/p>\n<p>\u5b9a\u7406\u8bc1\u5bf9\u4e86\uff0c\u9898\u76ee\u6284\u9519\u4e86\uff0cLean\u7167\u6837\u7eff\u706f\u653e\u884c\u3002<\/p>\n<p>\u800c\u8fd9\u4e2a\u5bf9\u9f50\u95ee\u9898\uff0c\u6ca1\u6cd5\u7eaf\u9760\u8ba1\u7b97\u673a\u89e3\u51b3\u3002<\/p>\n<p>\u5728ICM 2026\u7684\u6f14\u8bb2\u91cc\uff0cKontorovich\u5c31\u70b9\u8fc7\uff1a\u5f62\u5f0f\u5316\u6570\u5b66\u6700\u5927\u7684\u76f2\u533a\uff0c\u4e0d\u5728\u300c\u63a8\u5bf9\u4e86\u5bfc\u300d\uff0c\u800c\u5728\u300c<strong>\u8bf4\u5bf9\u4e86\u8bdd<\/strong>\u300d\u3002\u6700\u540e\u628a\u5173\u7684\uff0c\u8fd8\u5f97\u662f\u4eba\u7c7b\u4e13\u5bb6\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/04e05b089254bbc6c590958157e9e7a0a6b054.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u5f53\u5e74Liquid Tensor Experiment\u4e4b\u6240\u4ee5\u5c01\u795e\uff0c\u9760\u7684\u6070\u6070\u662f\u7814\u7a76\u8005\u5bf9\u6bcf\u4e2a\u6570\u5b66\u5b9a\u4e49\u8fd1\u4e4e\u504f\u6267\u7684\u4eba\u5de5\u5ba1\u67e5\u3002<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/86178e504407eccba34577602f34a83c9dbf7f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u628a\u4e24\u4f4d\u6559\u6388\u7684\u8bdd\u653e\u5728\u4e00\u8d77\u770b\uff0c\u6307\u5411\u540c\u4e00\u4e2a\u4e8b\u5b9e\uff1aAI\u80fd\u8bc1\u660e\uff0c\u673a\u5668\u80fd\u9a8c\u8bc1\uff0c\u4f46<strong><span class=\"\">\u7406\u89e3\u548c\u628a\u5173\uff0c\u8fd8\u662f\u4eba\u7c7b\u7684\u6d3b<\/span><\/strong>\u3002<\/p>\n<p>\u6700\u540e\uff0c\u8fd8\u6709\u4e2a\u5173\u4e8eAI\u63a8\u7406\u6a21\u578b\u7684\u516b\u5366\uff1a<\/p>\n<p><span class=\"\"><img decoding=\"async\" title=\"\u56fe\u7247\" src=\"https:\/\/s2.51cto.com\/oss\/202608\/03\/86178e504407eccba34577602f34a83c9dbf7f.webp\" alt=\"\u56fe\u7247\" data-type=\"inline\" \/><\/span><\/p>\n<p>\u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_29985\" class=\"pvc_stats total_only  \" data-element-id=\"29985\" style=\"\"><i class=\"pvc-stats-icon medium\" aria-hidden=\"true\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" version=\"1.0\" viewBox=\"0 0 502 315\" preserveAspectRatio=\"xMidYMid meet\"><g transform=\"translate(0,332) scale(0.1,-0.1)\" fill=\"\" stroke=\"none\"><path d=\"M2394 3279 l-29 -30 -3 -207 c-2 -182 0 -211 15 -242 39 -76 157 -76 196 0 15 31 17 60 15 243 l-3 209 -33 29 c-26 23 -41 29 -80 29 -41 0 -53 -5 -78 -31z\"\/><path d=\"M3085 3251 c-45 -19 -58 -50 -96 -229 -47 -217 -49 -260 -13 -295 52 -53 146 -42 177 20 16 31 87 366 87 410 0 70 -86 122 -155 94z\"\/><path d=\"M1751 3234 c-13 -9 -29 -31 -37 -50 -12 -29 -10 -49 21 -204 19 -94 39 -189 45 -210 14 -50 54 -80 110 -80 34 0 48 6 76 34 21 21 34 44 34 59 0 14 -18 113 -40 219 -37 178 -43 195 -70 221 -36 32 -101 37 -139 11z\"\/><path d=\"M1163 3073 c-36 -7 -73 -59 -73 -102 0 -56 133 -378 171 -413 34 -32 83 -37 129 -13 70 36 67 87 -16 290 -86 209 -89 214 -129 231 -35 14 -42 15 -82 7z\"\/><path d=\"M3689 3066 c-15 -9 -33 -30 -42 -48 -48 -103 -147 -355 -147 -375 0 -98 131 -148 192 -74 13 15 57 108 97 206 80 196 84 226 37 273 -30 30 -99 39 -137 18z\"\/><path d=\"M583 2784 c-38 -19 -67 -74 -58 -113 9 -42 211 -354 242 -373 16 -10 45 -18 66 -18 51 0 107 52 107 100 0 39 -1 41 -124 234 -80 126 -108 162 -133 173 -41 17 -61 16 -100 -3z\"\/><path d=\"M4250 2784 c-14 -9 -74 -91 -133 -183 -95 -150 -107 -173 -107 -213 0 -55 33 -94 87 -104 67 -13 90 8 211 198 130 202 137 225 78 284 -27 27 -42 34 -72 34 -22 0 -50 -8 -64 -16z\"\/><path d=\"M2275 2693 c-553 -48 -1095 -270 -1585 -649 -135 -104 -459 -423 -483 -476 -23 -49 -22 -139 2 -186 73 -142 361 -457 571 -626 285 -228 642 -407 990 -497 242 -63 336 -73 660 -74 310 0 370 5 595 52 535 111 1045 392 1455 803 122 121 250 273 275 326 19 41 19 137 0 174 -41 79 -309 363 -465 492 -447 370 -946 591 -1479 653 -113 14 -422 18 -536 8z m395 -428 c171 -34 330 -124 456 -258 112 -119 167 -219 211 -378 27 -96 24 -300 -5 -401 -72 -255 -236 -447 -474 -557 -132 -62 -201 -76 -368 -76 -167 0 -236 14 -368 76 -213 98 -373 271 -451 485 -162 444 86 934 547 1084 153 49 292 57 452 25z m909 -232 c222 -123 408 -262 593 -441 76 -74 138 -139 138 -144 0 -16 -233 -242 -330 -319 -155 -123 -309 -223 -461 -299 l-81 -41 32 46 c18 26 49 83 70 128 143 306 141 649 -6 957 -25 52 -61 116 -79 142 l-34 47 45 -20 c26 -10 76 -36 113 -56z m-2057 25 c-40 -58 -105 -190 -130 -263 -110 -324 -59 -707 132 -981 25 -35 42 -64 37 -64 -19 0 -241 119 -326 174 -188 122 -406 314 -532 468 l-58 71 108 103 c185 178 428 349 672 473 66 33 121 60 123 61 2 0 -10 -19 -26 -42z\"\/><path d=\"M2375 1950 c-198 -44 -350 -190 -395 -379 -18 -76 -8 -221 19 -290 114 -284 457 -406 731 -260 98 52 188 154 231 260 27 69 37 214 19 290 -38 163 -166 304 -326 360 -67 23 -215 33 -279 19z\"\/><\/g><\/svg><\/i> <img loading=\"lazy\" decoding=\"async\" width=\"16\" height=\"16\" alt=\"Loading\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/plugins\/page-views-count\/ajax-loader-2x.gif\" border=0 \/><\/p>\n<div class=\"pvc_clear\"><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u91cf\u5b50\u5e76\u884c\u91cd\u590d\u5b9a\u7406\uff08Quantum parallel 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