{"id":712,"date":"2026-07-06T22:29:24","date_gmt":"2026-07-06T14:29:24","guid":{"rendered":"http:\/\/www.longxiapro.com\/?p=712"},"modified":"2026-07-06T22:29:24","modified_gmt":"2026-07-06T14:29:24","slug":"suanlibushizhongjuicmlshinianshichangzhuzhiyanjiangchaijieaicongsuanfakuanghuandaorenwenquequandeluodea","status":"publish","type":"post","link":"https:\/\/www.longxiapro.com\/index.php\/712\/","title":{"rendered":"\u7b97\u529b\u4e0d\u662f\u7ec8\u5c40\uff1aICML\u5341\u5e74\u5341\u573a\u4e3b\u65e8\u6f14\u8bb2\uff0c\u62c6\u89e3AI\u4ece\u7b97\u6cd5\u72c2\u6b22\u5230\u4eba\u6587\u786e\u6743\u7684\u843d\u5730\u53d8\u9769"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AlphaGo\u4ee54:1\u51fb\u8d25\u56f4\u68cb\u4e5d\u6bb5\u674e\u4e16\u77f3\uff0c\u4eba\u5de5\u667a\u80fd\u51fb\u788e\u4e86\u4eba\u7c7b\u5728\u535a\u5f08\u9886\u57df\u7684\u667a\u529b\u81ea\u4fe1\u3002\u4e09\u4e2a\u6708\u540e\uff0cAlphaGo\u9996\u5e2d\u67b6\u6784\u5e08David 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class=\"wp-block-paragraph\">\u5f7c\u65f6\u6574\u4e2a\u884c\u4e1a\u5f25\u6f2b\u7740\u6781\u81f4\u7684\u6280\u672f\u4e50\u89c2\u4e3b\u4e49\uff1a\u53ea\u8981\u53e0\u52a0\u8db3\u591f\u7b97\u529b\u3001\u5b8c\u5584\u5de5\u7a0b\u94fe\u8def\uff0c\u5c06\u6df1\u5ea6\u5b66\u4e60\u4e0e\u5f3a\u5316\u5b66\u4e60\u6df1\u5ea6\u8026\u5408\uff0c\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u6d8c\u73b0\u53ea\u662f\u65f6\u95f4\u95ee\u9898\u3002\u7b97\u6cd5\u3001\u7b97\u529b\u3001\u6a21\u578b\u7ed3\u6784\uff0c\u662f\u5f53\u65f6\u5168\u884c\u4e1a\u8ba4\u5b9a\u7684\u552f\u4e00\u6807\u51c6\u7b54\u6848\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2025\u5e747\u6708\uff0c\u6e29\u54e5\u534e\u3002ICML\u5341\u5e74\u8282\u70b9\u7684\u91cd\u78c5\u821e\u53f0\u4e0a\uff0cGoogle DeepMind Gemini\u540e\u8bad\u7ec3\u8054\u5408\u8d1f\u8d23\u4ebaAnca Dragan\u64ad\u653e\u4e86\u4e00\u6bb5\u98a0\u8986\u5168\u573a\u8ba4\u77e5\u7684\u5b9e\u9a8c\u89c6\u9891\uff1a\u4e00\u53f0\u8c03\u8bd5\u5b8c\u6bd5\u7684\u9ad8\u7cbe\u5ea6\u673a\u5668\u4eba\u673a\u68b0\u81c2\uff0c\u53cd\u590d\u5c06\u6c34\u676f\u4e3e\u81f3\u8d85\u51fa\u4eba\u7c7b\u9700\u6c42\u7684\u9ad8\u5ea6\uff1b\u4eba\u5de5\u624b\u52a8\u6309\u538b\u4fee\u6b63\u4f4d\u7f6e\u540e\uff0c\u673a\u68b0\u81c2\u4f9d\u65e7\u4f1a\u590d\u4f4d\u62ac\u9ad8\u6c34\u676f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u201c\u4e0d\u662f\u673a\u5668\u4eba\u7b97\u6cd5\u6027\u80fd\u4e0d\u8db3\uff0c\u662f\u5956\u52b1\u51fd\u6570\u7684\u5b9a\u4e49\u6743\u51fa\u73b0\u4e86\u504f\u5dee\u3002\u201dAnca Dragan\u70b9\u660e\u6838\u5fc3\u75c7\u7ed3\uff1aAI\u6a21\u578b\u53ea\u4f1a\u673a\u68b0\u5b8c\u6210\u65e2\u5b9a\u6307\u6807\u4f18\u5316\uff0c\u7b97\u6cd5\u5c42\u9762\u5b8c\u7f8e\u6267\u884c\u4efb\u52a1\uff0c\u4f46\u6a21\u578b\u4f18\u5316\u76ee\u6807\u3001\u4eba\u7c7b\u73b0\u5b9e\u9700\u6c42\uff0c\u5b58\u5728\u672c\u8d28\u8ba4\u77e5\u65ad\u5c42\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eceDavid Silver\u7684\u5f3a\u5316\u5b66\u4e60\u4e07\u80fd\u8bba\uff0c\u5230Anca Dragan\u7684AI\u76ee\u6807\u5b9a\u4e49\u6743\u62f7\u95ee\uff0cICML\u5341\u5e74\u5e74\u5ea6\u91cd\u78c5\u4e3b\u65e8\u6f14\u8bb2\uff0c\u50cf10\u679a\u8fde\u8d2f\u7684\u65f6\u95f4\u80f6\u56ca\u3002\u5b83\u6e05\u6670\u8bb0\u5f55\u4e86\u673a\u5668\u5b66\u4e60\u9886\u57df\u6700\u6838\u5fc3\u7684\u601d\u60f3\u8f6c\u5411\uff1a<strong>AI\u4ece\u76f2\u76ee\u8ffd\u6c42\u7b97\u6cd5\u6027\u80fd\u8dd1\u5206\uff0c\u8f6c\u5411\u62f7\u95ee\u76ee\u6807\u5408\u7406\u6027\uff1b\u4ece\u6280\u672f\u5de5\u5177\u4f18\u5148\uff0c\u56de\u5f52\u4ee5\u4eba\u4e3a\u6838\u5fc3\u7684\u4ef7\u503c\u7ea6\u675f\uff1b\u4ece\u5b9e\u9a8c\u5ba4\u6a21\u578b\uff0c\u8d70\u5411\u53ef\u98ce\u63a7\u3001\u53ef\u843d\u5730\u3001\u53ef\u8ffd\u8d23\u7684\u4ea7\u4e1a\u6807\u51c6\u5316\u90e8\u7f72<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u5341\u5e74\uff0cAI\u884c\u4e1a\u8d70\u5b8c\u4e86\u4e00\u8f6e\u5b8c\u6574\u7684\u601d\u60f3\u8f6e\u56de\uff1a\u6280\u672f\u72c2\u5954\u4e4b\u540e\uff0c\u7ec8\u4e8e\u56de\u5f52\u95ee\u9898\u7684\u672c\u6e90\u2014\u2014\u4eba\u3002\u4e3a\u8c01\u5f00\u53d1AI\uff1f\u8c01\u5b9a\u4e49AI\u7684\u51b3\u7b56\u89c4\u5219\uff1f\u7b97\u6cd5\u98ce\u9669\u7531\u8c01\u627f\u62c5\uff1f\u5982\u4f55\u628a\u9876\u5c42\u601d\u60f3\u7ed3\u8bba\u843d\u5730\u4e3a\u53ef\u6267\u884c\u7684\u5de5\u7a0b\u65b9\u6848\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u6587\u68b3\u7406ICML 2016-2025\u5341\u573a\u91cc\u7a0b\u7891\u5f0f\u7279\u9080\u6f14\u8bb2\uff0c\u63d0\u70bc\u884c\u4e1a\u601d\u60f3\u6f14\u8fdb\u8109\u7edc\uff0c\u540c\u6b65\u8f93\u51fa<strong>\u591a\u573a\u666fAI\u4eba\u672c\u5316\u843d\u5730\u5168\u57df\u89e3\u51b3\u65b9\u6848<\/strong>\uff0c\u628a\u9876\u4f1a\u5b66\u672f\u7ed3\u8bba\u8f6c\u5316\u4e3a\u4f01\u4e1a\u3001\u79d1\u7814\u673a\u6784\u3001\u884c\u4e1a\u76d1\u7ba1\u53ef\u76f4\u63a5\u843d\u5730\u6267\u884c\u7684\u6807\u51c6\u5316\u6d41\u7a0b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e00\u30012016 \u7ebd\u7ea6\uff5cDavid Silver\uff1a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u7684\u9ece\u660e\u2014\u2014\u7b97\u529b\u9a71\u52a8\u578bAI\u843d\u5730\u8303\u5f0f<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u6f14\u8bb2\u89c2\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2016\u5e74ICML\u7ebd\u7ea6\u5927\u4f1a\u4f1a\u573a\u5ea7\u65e0\u865a\u5e2d\uff0cDavid Silver\u516c\u5f00AlphaGo\u5168\u5957\u5e95\u5c42\u6280\u672f\u903b\u8f91\uff1a\u4ee5\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5b8c\u6210\u73af\u5883\u611f\u77e5\uff0c\u5f3a\u5316\u5b66\u4e60\u5b8c\u6210\u667a\u80fd\u51b3\u7b56\uff0c\u878d\u5408\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u3001\u7ecf\u9a8c\u56de\u653e\u3001Actor-Critic\u6846\u67b6\uff0c\u6784\u5efa\u901a\u7528\u95ee\u9898\u6c42\u89e3\u5668\u3002\u5176\u6838\u5fc3\u8bba\u65ad\u6210\u4e3a\u884c\u4e1a\u65e9\u671f\u7eb2\u9886\uff1a<strong>\u667a\u80fd\u7684\u672c\u8d28\u662f\u6700\u5927\u5316\u7d2f\u79ef\u5956\u52b1\uff1b\u53ea\u8981\u5956\u52b1\u51fd\u6570\u5b9a\u4e49\u7cbe\u51c6\uff0cAI\u53ef\u5728\u5168\u90e8\u7269\u7406\u573a\u666f\u8d85\u8d8a\u4eba\u7c7b<\/strong>\uff1b\u81ea\u52a8\u9a7e\u9a76\u3001\u673a\u5668\u4eba\u63a7\u5236\u3001\u751f\u7269\u5206\u5b50\u5efa\u6a21\u5747\u53ef\u5f52\u4e00\u5316\u4e3a\u5956\u52b1\u4f18\u5316\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u573a\u6f14\u8bb2\u5960\u5b9a\u4e86\u524d\u5341\u5e74AI\u884c\u4e1a\u5e95\u5c42\u903b\u8f91\uff1a\u7b97\u6cd5+\u7b97\u529b+\u5de5\u7a0b\u4f18\u5316\uff0c\u5c31\u80fd\u89e3\u51b3\u7edd\u5927\u591a\u6570\u4ea7\u4e1a\u95ee\u9898\u3002\u4e5f\u8ba9\u8d44\u672c\u548c\u5e02\u573a\u5f62\u6210\u8ba4\u77e5\u9519\u89c9\uff1a\u901a\u7528\u4eba\u5de5\u667a\u80fd\u843d\u5730\uff0c\u4ec5\u4f9d\u8d56\u7b97\u529b\u5806\u780c\u548c\u5de5\u7a0b\u8fed\u4ee3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bf9\u5e94\u53ef\u843d\u5730AI\u5b9e\u65bd\u65b9\u6848\uff08\u7b97\u529b\u9a71\u52a8\u573a\u666f\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u573a\u666f\uff1a\u535a\u5f08\u667a\u80fd\u3001\u5de5\u4e1a\u673a\u5668\u4eba\u3001\u81ea\u52a8\u9a7e\u9a76\u51b3\u7b56\u3001\u6e38\u620fAI\u3001\u7b97\u529b\u5145\u88d5\u578b\u4ea7\u4e1a\u667a\u80fd\u9879\u76ee<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u67b6\u6784\u843d\u5730\u6807\u51c6<\/strong>\uff1a\u91c7\u7528\u611f\u77e5\u7f51\u7edc+\u5f3a\u5316\u5b66\u4e60\u51b3\u7b56\u53cc\u5c42\u67b6\u6784\uff1b\u590d\u6742\u4efb\u52a1\u63a5\u5165\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u505a\u5168\u5c40\u8def\u5f84\u89c4\u5212\uff0c\u914d\u7f6e\u7ecf\u9a8c\u56de\u653e\u5e93\u964d\u4f4e\u6837\u672c\u5197\u4f59\uff0c\u89e3\u51b3David Silver\u63d0\u53ca\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6536\u655b\u4e0d\u7a33\u5b9a\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u7a0b\u90e8\u7f72\u89c4\u8303<\/strong>\uff1a\u5206\u7ea7\u7b97\u529b\u8c03\u5ea6\u4f53\u7cfb\uff0c\u8bad\u7ec3\u9636\u6bb5\u96c6\u7fa4\u9ad8\u7b97\u529b\u5e76\u884c\u8fd0\u7b97\uff0c\u63a8\u7406\u9636\u6bb5\u8fb9\u7f18\u8bbe\u5907\u8f7b\u91cf\u5316\u7b97\u529b\u90e8\u7f72\uff1b\u4f18\u5148\u843d\u5730\u6807\u51c6\u5316\u95ed\u73af\u4efb\u52a1\uff08\u89c4\u5219\u660e\u786e\u3001\u76ee\u6807\u552f\u4e00\uff09\u573a\u666f\u3002<\/li>\n\n\n\n<li><strong>\u843d\u5730\u8fb9\u754c\u7ea6\u675f<\/strong>\uff1a\u4ec5\u5728\u76ee\u6807\u65e0\u4e89\u8bae\u3001\u5ba2\u89c2\u8bc4\u4ef7\u6307\u6807\u6e05\u6670\u7684\u573a\u666f\u843d\u5730\uff1b\u7981\u6b62\u76f4\u63a5\u5c06\u8be5\u8303\u5f0f\u6295\u5165\u533b\u7597\u3001\u516c\u5171\u670d\u52a1\u7b49\u591a\u4ef7\u503c\u535a\u5f08\u573a\u666f\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator 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class=\"wp-block-paragraph\">\u672c\u6b21\u6f14\u8bb2\u6700\u91cd\u8981\u7684\u884c\u4e1a\u9690\u55bb\u88ab\u591a\u6570\u4eba\u5ffd\u7565\uff1a<strong>\u5c40\u90e8\u7b97\u6cd5\u6027\u80fd\u8d8a\u5f3a\uff0c\u8d8a\u5bb9\u6613\u9020\u6210\u5168\u5c40\u573a\u666f\u641c\u7d22\u7a84\u5316\uff0c\u9519\u5931\u6700\u4f18\u5168\u5c40\u89e3<\/strong>\u3002\u5355\u4e00\u6307\u6807\u8dd1\u5206\u6700\u4f18\uff0c\u4e0d\u4ee3\u8868\u590d\u6742\u573a\u666f\u843d\u5730\u6548\u679c\u6700\u4f18\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u540c\u5e74\u300aAttention is All You Need\u300b\u8bba\u6587\u53d1\u5e03\uff0cTransformer\u67b6\u6784\u6084\u7136\u8bde\u751f\uff1b\u56fd\u5185\u5370\u53d1\u300a\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u89c4\u5212\u300b\uff0cAI\u884c\u4e1a\u8fdb\u5165\u653f\u7b56\u89c4\u8303\u5316\u840c\u82bd\u671f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. 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class=\"wp-block-list\">\n<li><strong>\u53cc\u7ef4\u5ea6\u8bc4\u6d4b\u843d\u5730\u673a\u5236<\/strong>\uff1a\u6240\u6709\u4e0a\u7ebfAI\u9879\u76ee\u540c\u6b65\u8003\u6838\u5c40\u90e8\u6307\u6807\uff08\u51c6\u786e\u7387\u3001\u6536\u655b\u901f\u5ea6\uff09+\u5168\u5c40\u6307\u6807\uff08\u573a\u666f\u7efc\u5408\u6536\u76ca\u3001\u6b21\u751f\u98ce\u9669\uff09\uff0c\u675c\u7edd\u5355\u4e00\u6307\u6807\u8dd1\u5206\u4e0a\u7ebf\u3002<\/li>\n\n\n\n<li><strong>\u641c\u7d22\u526a\u679d\u98ce\u9669\u9632\u63a7<\/strong>\uff1a\u5927\u6a21\u578b\u53ca\u51b3\u7b56\u7c7bAI\u914d\u7f6e\u5168\u5c40\u515c\u5e95\u68c0\u7d22\u6a21\u5757\uff0c\u62b5\u6d88\u4f18\u8d28\u7b56\u7565\u5e26\u6765\u7684\u573a\u666f\u8986\u76d6\u7f3a\u53e3\uff0c\u907f\u514d\u5c40\u90e8\u6700\u4f18\u5bfc\u81f4\u7684\u4e1a\u52a1\u7ffb\u8f66\u3002<\/li>\n\n\n\n<li><strong>\u653f\u7b56\u5408\u89c4\u524d\u7f6e\u6d41\u7a0b<\/strong>\uff1a\u56fd\u5185AI\u9879\u76ee\u843d\u5730\u524d\u5bf9\u9f50\u56fd\u5bb6\u65b0\u4e00\u4ee3\u4eba\u5de5\u667a\u80fd\u4ea7\u4e1a\u89c4\u8303\uff0c\u5b8c\u6210\u7b97\u6cd5\u5907\u6848\u540e\u65b9\u53ef\u5168\u57df\u90e8\u7f72\u3002<\/li>\n<\/ol>\n\n\n\n<hr 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class=\"wp-block-paragraph\">\u5979\u63d0\u51fa\u884c\u4e1a\u6838\u5fc3\u77db\u76fe\uff1aAI\u6a21\u578b\u6027\u80fd\u8fed\u4ee3\u901f\u5ea6\uff0c\u8fdc\u8fdc\u5927\u4e8e\u884c\u4e1a\u5b89\u5168\u9632\u63a7\u80fd\u529b\uff1b\u6a21\u578b\u5927\u89c4\u6a21\u5546\u4e1a\u5316\u90e8\u7f72\u7684\u5b89\u5168\u98ce\u9669\uff0c\u4f1a\u968f\u884c\u4e1a\u843d\u5730\u89c4\u6a21\u6307\u6570\u7ea7\u653e\u5927\u3002\u8fd9\u4e00\u9884\u5224\u7cbe\u51c6\u9884\u8a00\u4e86\u540e\u7eed\u5927\u6a21\u578b\u63d0\u793a\u8bcd\u6ce8\u5165\u3001\u5546\u7528\u6a21\u578b\u84b8\u998f\u7a83\u53d6\u7b49\u884c\u4e1a\u5b89\u5168\u4e8b\u6545\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bf9\u5e94\u53ef\u843d\u5730AI\u5b9e\u65bd\u65b9\u6848\uff08AI\u5b89\u5168\u5168\u94fe\u8def\u843d\u5730\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u573a\u666f\uff1a\u4eba\u8138\u8bc6\u522b\u3001\u81ea\u52a8\u9a7e\u9a76\u8def\u4fa7\u611f\u77e5\u3001\u5546\u7528\u5f00\u6e90\u6a21\u578b\u3001\u516c\u5171\u9886\u57dfAI\u7cfb\u7edf<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4e0a\u7ebf\u524d\u4e09\u91cd\u5b89\u5168\u68c0\u6d4b\u6d41\u7a0b<\/strong>\uff1a\u5bf9\u6297\u6837\u672c\u9c81\u68d2\u6027\u6d4b\u8bd5\u3001\u6a21\u578b\u9632\u76d7\u8403\u53d6\u68c0\u6d4b\u3001\u8bad\u7ec3\u9636\u6bb5\u540e\u95e8\u6f0f\u6d1e\u626b\u63cf\uff0c\u672a\u901a\u8fc7\u5b89\u5168\u68c0\u6d4b\u7981\u6b62\u4e1a\u52a1\u4e0a\u7ebf\u3002<\/li>\n\n\n\n<li><strong>\u8fd0\u884c\u6001\u52a8\u6001\u9632\u5fa1\u90e8\u7f72<\/strong>\uff1a\u5546\u7528API\u63a5\u53e3\u914d\u7f6e\u8bbf\u95ee\u9891\u6b21\u98ce\u63a7\u3001\u7279\u5f81\u6c34\u5370\u6eaf\u6e90\uff0c\u9632\u8303\u901a\u8fc7\u6279\u91cf\u63a5\u53e3\u67e5\u8be2\u7a83\u53d6\u6a21\u578b\u6743\u91cd\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u98ce\u9669\u573a\u666f\u786c\u9694\u79bb<\/strong>\uff1a\u4ea4\u901a\u3001\u5b89\u9632\u7b49\u5173\u952e\u57fa\u7840\u8bbe\u65bdAI\uff0c\u90e8\u7f72\u7269\u7406\u7f51\u7edc\u9694\u79bb\uff0c\u963b\u65ad\u5916\u90e8\u6076\u610f\u653b\u51fb\u94fe\u8def\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u30012019 \u957f\u6ee9\uff5cAlison Gopnik\uff1a\u5927\u6a21\u578b\u4e0d\u662f\u667a\u80fd\u4f53\u2014\u2014AI\u4ea7\u54c1\u5b9a\u4f4d\u4e0e\u5e7b\u89c9\u95ee\u9898\u843d\u5730\u7ba1\u63a7<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u6f14\u8bb2\u89c2\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2019\u5e74GPT-2\u5f15\u53d1AI\u5b89\u5168\u4e89\u8bae\uff0c\u7b97\u6cd5\u504f\u89c1\u3001\u6df1\u5ea6\u4f2a\u9020\u4e71\u8c61\u9891\u53d1\u3002\u4f2f\u514b\u5229\u53d1\u5c55\u5fc3\u7406\u5b66\u5bb6Alison 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class=\"wp-block-list\">\n<li><strong>\u5206\u5c42\u4ea7\u54c1\u843d\u5730\u5b9a\u4f4d<\/strong>\uff1a\u6240\u6709\u751f\u6210\u5f0fAI\u5bf9\u5916\u6807\u6ce8\u5de5\u5177\u5c5e\u6027\uff0c\u4e25\u7981\u5ba3\u4f20\u81ea\u4e3b\u667a\u80fd\uff1b\u524d\u7aef\u660e\u786e\u544a\u77e5\u7528\u6237\u6a21\u578b\u8f93\u51fa\u5b58\u5728\u5e7b\u89c9\u98ce\u9669\u3002<\/li>\n\n\n\n<li><strong>\u4e8b\u5b9e\u6821\u9a8c\u5de5\u7a0b\u6a21\u5757<\/strong>\uff1a\u5927\u6a21\u578b\u5f3a\u5236\u6302\u8f7dRAG\u6743\u5a01\u77e5\u8bc6\u5e93\uff0c\u53f8\u6cd5\u3001\u533b\u7597\u573a\u666f\u4ec5\u8c03\u7528\u5b98\u65b9\u6743\u5a01\u6570\u636e\u6e90\uff0c\u62e6\u622a\u65e0\u4f9d\u636e\u751f\u6210\u5185\u5bb9\u3002<\/li>\n\n\n\n<li><strong>\u5e7b\u89c9\u5206\u7ea7\u7194\u65ad\u673a\u5236<\/strong>\uff1a\u9ad8\u4e13\u4e1a\u5ea6\u9886\u57df\u8bbe\u7f6e\u8f93\u51fa\u7194\u65ad\uff0c\u6a21\u578b\u65e0\u6cd5\u6eaf\u6e90\u4fe1\u606f\u76f4\u63a5\u62d2\u7edd\u56de\u7b54\uff0c\u7981\u6b62\u81ea\u4e3b\u751f\u6210\u4e13\u4e1a\u7ed3\u8bba\u3002<\/li>\n<\/ol>\n\n\n\n<hr 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class=\"wp-block-paragraph\">\u5979\u9996\u6b21\u5c06\u4eba\u673a\u63a7\u5236\u6743\u8f6c\u5316\u4e3a\u53ef\u91cf\u5316\u6307\u6807\uff1a\u628a\u7528\u6237\u611f\u77e5\u63a7\u5236\u6743\u4f5c\u4e3aAI\u6a21\u578b\u4f18\u5316\u53d8\u91cf\uff1b\u660e\u786e\u8f85\u52a9\u4eba\u5de5\u667a\u80fd\u843d\u5730\u5e95\u7ebf\uff1a\u4eba\u7c7b\u4fdd\u7559\u6700\u7ec8\u51b3\u7b56\u5426\u51b3\u6743\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bf9\u5e94\u53ef\u843d\u5730AI\u5b9e\u65bd\u65b9\u6848\uff08\u4eba\u673a\u534f\u540c\u7c7bAI\u843d\u5730\u89c4\u8303\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u573a\u666f\uff1a\u533b\u7597\u5eb7\u590d\u673a\u5668\u4eba\u3001\u52a9\u6b8b\u667a\u80fd\u3001\u5c45\u5bb6\u517b\u8001AI\u3001\u8f66\u8f7d\u8f85\u52a9\u9a7e\u9a76\u7cfb\u7edf<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u4e09\u7ea7\u63a7\u5236\u6743\u5206\u914d\u4f53\u7cfb<\/strong>\uff1aL1\u673a\u5668\u4ec5\u63d0\u4f9b\u73af\u5883\u611f\u77e5\u8f85\u52a9\u3001L2\u673a\u5668\u534f\u540c\u51b3\u7b56\uff08\u4eba\u7c7b\u4f18\u5148\uff09\u3001L3\u6781\u7aef\u573a\u666f\u673a\u5668\u5e94\u6025\u515c\u5e95\uff1b\u5168\u573a\u666f\u4eba\u7c7b\u4fdd\u7559\u4e00\u952e\u5426\u51b3\u6743\u9650\u3002<\/li>\n\n\n\n<li><strong>\u611f\u77e5\u63a7\u5236\u80fd\u91cf\u5316\u8003\u6838<\/strong>\uff1a\u5c06\u7528\u6237\u4e3b\u89c2\u638c\u63a7\u611f\u7eb3\u5165\u6a21\u578b\u6838\u5fc3\u8bc4\u4ef7\u6307\u6807\uff0c\u548c\u8bbe\u5907\u51c6\u786e\u7387\u3001\u5b89\u5168\u6027\u5e76\u884c\u8003\u6838\u3002<\/li>\n\n\n\n<li><strong>\u7279\u6b8a\u4eba\u7fa4\u503e\u659c\u673a\u5236<\/strong>\uff1a\u8001\u5f31\u75c5\u6b8b\u7b49\u5f31\u52bf\u7fa4\u4f53\u667a\u80fd\u8bbe\u5907\uff0c\u964d\u4f4e\u673a\u5668\u81ea\u4e3b\u51b3\u7b56\u6743\u9650\uff0c\u6700\u5927\u5316\u4fdd\u7559\u4eba\u5de5\u64cd\u4f5c\u5165\u53e3\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u30012021 \u7ebf\u4e0a\uff5cDaphne Koller\uff1aAI\u5236\u836f\u7684\u6570\u636e\u8d2b\u56f0\u2014\u2014\u79d1\u5b66AI\u6570\u636e\u57fa\u5efa\u843d\u5730\u65b9\u6848<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u6f14\u8bb2\u89c2\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AlphaFold2\u7834\u89e3\u86cb\u767d\u8d28\u7ed3\u6784\u96be\u9898\u540e\uff0c\u5168\u884c\u4e1a\u72c2\u70ed\u8ffd\u6367AI for Science\u8d5b\u9053\u3002Daphne Koller\u8df3\u51fa\u7b97\u6cd5\u5d07\u62dc\uff0c\u6307\u51fa\u5782\u76f4\u79d1\u7814AI\u6700\u5927\u74f6\u9888\uff1a<strong>\u4e0d\u662f\u6a21\u578b\u67b6\u6784\u843d\u540e\uff0c\u662f\u884c\u4e1a\u5e95\u5c42\u6570\u636e\u57fa\u5efa\u7f3a\u5931<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5236\u836f\u884c\u4e1a\u5927\u91cf\u6838\u5fc3\u5b9e\u9a8c\u6570\u636e\u788e\u7247\u5316\u3001\u65e0\u7edf\u4e00\u6807\u51c6\u3001\u5143\u6570\u636e\u7f3a\u5931\uff0c\u751a\u81f3\u7559\u5b58\u4e8e\u7eb8\u8d28\u6863\u6848\uff1b\u9876\u5c16\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u65e0\u6cd5\u5728\u4f4e\u8d28\u91cf\u539f\u59cb\u6570\u636e\u4e0a\u53d1\u6325\u6027\u80fd\u3002\u5782\u76f4\u79d1\u5b66\u9886\u57dfAI\u843d\u5730\uff0c\u6570\u636e\u6807\u51c6\u5316\u4f18\u5148\u4e8e\u7b97\u6cd5\u8fed\u4ee3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bf9\u5e94\u53ef\u843d\u5730AI\u5b9e\u65bd\u65b9\u6848\uff08\u4ea7\u4e1a\u79d1\u5b66AI\u6570\u636e\u57fa\u5efa\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u573a\u666f\uff1a\u65b0\u836f\u7814\u53d1\u3001\u751f\u7269\u8ba1\u7b97\u3001\u6750\u6599\u79d1\u5b66\u3001\u5de5\u4e1a\u4eff\u771fAI\u9879\u76ee<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u5782\u76f4\u884c\u4e1a\u6570\u636e\u5de5\u5382\u642d\u5efa<\/strong>\uff1a\u81ea\u52a8\u5316\u6e7f\u5b9e\u9a8c\/\u5de5\u4e1a\u5b9e\u9a8c\u94fe\u8def\uff0c\u751f\u6210\u5e26\u5b8c\u6574\u5143\u6807\u7b7e\u3001\u53ef\u6eaf\u6e90\u7684\u6807\u51c6\u5316\u7ed3\u6784\u5316\u6570\u636e\u96c6\u3002<\/li>\n\n\n\n<li><strong>\u8de8\u673a\u6784\u6570\u636e\u4e92\u901a\u89c4\u8303<\/strong>\uff1a\u5236\u5b9a\u884c\u4e1a\u7edf\u4e00\u6570\u636e\u683c\u5f0f\u6807\u51c6\uff0c\u89e3\u51b3\u8de8\u5b9e\u9a8c\u5ba4\u3001\u8de8\u4f01\u4e1a\u6570\u636e\u5b64\u5c9b\u95ee\u9898\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u5efa\u4f18\u5148\u843d\u5730\u539f\u5219<\/strong>\uff1a\u5782\u76f4\u79d1\u7814AI\u9879\u76ee\u7acb\u9879\u524d\uff0c\u5148\u5b8c\u6210\u884c\u4e1a\u6570\u636e\u6478\u6392\u4e0e\u6807\u51c6\u5316\u6539\u9020\uff1b\u6570\u636e\u4e0d\u8fbe\u6807\u6682\u7f13\u5927\u6a21\u578b\u90e8\u7f72\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e03\u30012022 \u5df4\u5c14\u7684\u6469\uff5cRegina Barzilay\uff1a\u89e3\u51b3\u6b63\u786e\u7684\u95ee\u9898\u2014\u2014AI\u6307\u6807\u4f53\u7cfb\u843d\u5730\u91cd\u6784<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u6f14\u8bb2\u89c2\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MIT\u5b66\u8005Regina Barzilay\u7ed3\u5408\u80bf\u7624\u533b\u7597AI\u7814\u7a76\uff0c\u70b9\u660e\u5168\u884c\u4e1a\u901a\u75c5\uff1a\u673a\u5668\u5b66\u4e60\u6a21\u578b\u64c5\u957f\u4f18\u5316\u884c\u4e1a\u4ee3\u7406\u6307\u6807\uff0c\u5374\u65e0\u6cd5\u89e3\u51b3\u771f\u5b9e\u4e1a\u52a1\u6838\u5fc3\u95ee\u9898\u3002\u5927\u91cf\u533b\u7597AI\u8bba\u6587\u4f18\u5316\u533b\u9662\u518d\u5165\u9662\u7387\u8fd9\u4e00\u6613\u8dd1\u5206\u6307\u6807\uff0c\u4f46\u8be5\u6307\u6807\u548c\u4e34\u5e8a\u533b\u7597\u8d28\u91cf\u5f31\u76f8\u5173\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5979\u63d0\u51fa\u5341\u5e74\u884c\u4e1a\u6838\u5fc3\u7ed3\u8bba\uff1a<strong>\u5b9a\u4e49\u95ee\u9898\u3001\u7b5b\u9009\u6838\u5fc3\u4f18\u5316\u76ee\u6807\uff0c\u6bd4\u4f18\u5316\u6a21\u578b\u7b97\u6cd5\u96be\u5ea6\u66f4\u9ad8\uff1b\u9519\u8bef\u7684\u4f18\u5316\u76ee\u6807\uff0c\u4f1a\u4ea7\u51fa\u6027\u80fd\u5b8c\u7f8e\u4f46\u6beb\u65e0\u4e1a\u52a1\u4ef7\u503c\u7684AI\u6a21\u578b<\/strong>\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bf9\u5e94\u53ef\u843d\u5730AI\u5b9e\u65bd\u65b9\u6848\uff08AI\u76ee\u6807\u4e0e\u6307\u6807\u6821\u51c6\u4f53\u7cfb\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u573a\u666f\uff1a\u5168\u884c\u4e1a\u4ea7\u4e1aAI\u3001\u533b\u7597AI\u3001\u653f\u52a1AI\u3001\u4f01\u4e1a\u6570\u5b57\u5316\u667a\u80fd\u7cfb\u7edf<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u53cc\u4e13\u5bb6\u76ee\u6807\u8bc4\u5ba1\u673a\u5236<\/strong>\uff1aAI\u9879\u76ee\u7acb\u9879\u9636\u6bb5\uff0c\u6280\u672f\u4e13\u5bb6+\u884c\u4e1a\u4e1a\u52a1\u4e13\u5bb6\u8054\u5408\u8bc4\u5ba1\uff0c\u5254\u9664\u5931\u771f\u4ee3\u7406\u4f18\u5316\u6307\u6807\uff0c\u951a\u5b9a\u4e1a\u52a1\u771f\u5b9e\u76ee\u6807\u3002<\/li>\n\n\n\n<li><strong>\u5168\u751f\u547d\u5468\u671f\u6307\u6807\u590d\u76d8<\/strong>\uff1a\u6a21\u578b\u8fed\u4ee3\u3001\u4e0a\u7ebf\u3001\u8fd0\u7ef4\u5168\u9636\u6bb5\uff0c\u5b9a\u671f\u590d\u76d8\u4f18\u5316\u6307\u6807\u4e0e\u771f\u5b9e\u4e1a\u52a1\u6210\u679c\u7684\u76f8\u5173\u6027\u3002<\/li>\n\n\n\n<li><strong>\u65e0\u6548\u6307\u6807\u6dd8\u6c70\u673a\u5236<\/strong>\uff1a\u4e0b\u7ebf\u9ad8\u8dd1\u5206\u3001\u4f4e\u4e1a\u52a1\u4ef7\u503c\u7684AI\u6a21\u578b\uff0c\u675c\u7edd\u79d1\u7814\u8bba\u6587\u6307\u6807\u76f4\u63a5\u7167\u642c\u81f3\u4ea7\u4e1a\u843d\u5730\u573a\u666f\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u516b\u30012023 \u6a80\u9999\u5c71\uff5cMarzyeh Ghassemi\uff1a\u533b\u7597AI\u7684\u7ed3\u6784\u6027\u6570\u636e\u504f\u89c1\u2014\u2014\u7b97\u6cd5\u516c\u5e73\u6027\u843d\u5730\u6cbb\u7406<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u6f14\u8bb2\u89c2\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-4\u843d\u5730\u5f15\u7206\u901a\u7528\u5927\u6a21\u578b\u6d6a\u6f6e\uff0cMarzyeh Ghassemi\u8df3\u51fa\u6a21\u578b\u80fd\u529b\u5bf9\u6bd4\uff0c\u76f4\u51fbAI\u5e95\u5c42\u4f26\u7406\u7f3a\u9677\uff1a\u5386\u53f2\u793e\u4f1a\u7ed3\u6784\u6027\u4e0d\u5e73\u7b49\uff0c\u4f1a\u5b8c\u6574\u590d\u523b\u5230\u8bad\u7ec3\u6570\u636e\u96c6\uff1bAI\u6a21\u578b\u4f1a\u653e\u5927\u539f\u751f\u793e\u4f1a\u504f\u89c1\uff0c\u5f62\u6210\u9690\u6027\u7b97\u6cd5\u66b4\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u5b9e\u9a8c\u56e2\u961f700\u4e07\u5f20\u80f8\u90e8X\u5149\u533b\u7597\u6a21\u578b\uff0c\u9a8c\u8bc1\u9ad8\u7cbe\u5ea6\u6a21\u578b\u65e0\u6cd5\u843d\u5730\uff1a\u533b\u7597\u6570\u636e\u6807\u7b7e\u81ea\u5e26\u79cd\u65cf\u3001\u9636\u5c42\u504f\u89c1\uff0c\u6a21\u578b\u4f1a\u7cfb\u7edf\u6027\u6b67\u89c6\u5f31\u52bf\u60a3\u8005\u7fa4\u4f53\uff1b\u6570\u636e\u4f26\u7406\u7f3a\u9677\uff0c\u65e0\u6cd5\u901a\u8fc7\u6a21\u578b\u8c03\u53c2\u4fee\u590d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bf9\u5e94\u53ef\u843d\u5730AI\u5b9e\u65bd\u65b9\u6848\uff08\u7b97\u6cd5\u516c\u5e73\u4e0e\u533b\u7597AI\u4f26\u7406\u843d\u5730\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u573a\u666f\uff1a\u533b\u7597\u8bca\u65adAI\u3001\u653f\u52a1\u5ba1\u6279AI\u3001\u516c\u5171\u670d\u52a1\u667a\u80fd\u51b3\u7b56\u7cfb\u7edf<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6\u504f\u89c1\u524d\u7f6e\u7b5b\u67e5<\/strong>\uff1a\u501f\u52a9AIF360\u516c\u5e73\u6027\u7b97\u6cd5\u5de5\u5177\u5e93\uff0c\u4e0a\u7ebf\u524d\u5b8c\u6210\u6837\u672c\u79cd\u65cf\u3001\u9636\u5c42\u3001\u6027\u522b\u591a\u7ef4\u504f\u89c1\u68c0\u6d4b\u3002<\/li>\n\n\n\n<li><strong>\u4f26\u7406\u59d4\u5458\u4f1a\u51c6\u5165\u5ba1\u6838<\/strong>\uff1a\u533b\u7597\u53ca\u516c\u5171AI\u8bbe\u7acb\u8de8\u5b66\u79d1\u5143\u4f26\u7406\u59d4\u5458\u4f1a\uff0c\u6570\u636e\u3001\u6a21\u578b\u3001\u90e8\u7f72\u5168\u6d41\u7a0b\u4f26\u7406\u76d6\u7ae0\u540e\u65b9\u53ef\u4e0a\u7ebf\u3002<\/li>\n\n\n\n<li><strong>\u6743\u8d23\u6e05\u5355\u843d\u5730<\/strong>\uff1a\u660e\u786eAI\u51b3\u7b56\u3001\u4eba\u5de5\u590d\u6838\u3001\u6570\u636e\u91c7\u96c6\u4e09\u65b9\u6743\u8d23\u8fb9\u754c\uff0c\u7b97\u6cd5\u504f\u89c1\u5bfc\u81f4\u7684\u4e8b\u6545\u843d\u5b9e\u5230\u4eba\u3002<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e5d\u30012024 \u7ef4\u4e5f\u7eb3\uff5cSoumith Chintala\uff1a\u5f00\u6e90AI\u7684\u6218\u7565\u8fb9\u754c\u2014\u2014\u5f00\u6e90\/\u95ed\u6e90AI\u843d\u5730\u9009\u578b\u65b9\u6848<\/h3>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u6838\u5fc3\u6f14\u8bb2\u89c2\u70b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PyTorch\u521b\u59cb\u4ebaSoumith Chintala\u6495\u5f00AI\u884c\u4e1a\u5f00\u6e90\u53d9\u4e8b\u6ee4\u955c\uff1aAI\u5f00\u6e90\u4e0d\u662f\u516c\u76ca\u6148\u5584\u884c\u4e3a\uff0c\u662f\u5546\u4e1a\u4e0e\u79d1\u7814\u6218\u7565\u9009\u62e9\uff1b\u884c\u4e1a\u5f00\u6e90\u4e0e\u95ed\u6e90\u5206\u6b67\uff0c\u672c\u8d28\u662f\u591a\u65b9\u5229\u76ca\u4e3b\u4f53\u7684\u591a\u76ee\u6807\u4f18\u5316\u535a\u5f08\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ed6\u660e\u786e\u6838\u5fc3\u843d\u5730\u5224\u65ad\u6807\u51c6\uff1aAGI\u77ed\u671f\u843d\u5730\u6982\u7387\uff0c\u76f4\u63a5\u51b3\u5b9a\u4f01\u4e1a\u548c\u673a\u6784\u7684\u5f00\u6e90\u7acb\u573a\uff1b\u957f\u8fdc\u6765\u770b\uff0c\u5f00\u653e\u751f\u6001\u66f4\u5229\u4e8e\u4eba\u5de5\u667a\u80fd\u5168\u884c\u4e1a\u5065\u5eb7\u8fed\u4ee3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u5bf9\u5e94\u53ef\u843d\u5730AI\u5b9e\u65bd\u65b9\u6848\uff08\u5f00\u6e90\/\u95ed\u6e90AI\u5de5\u7a0b\u843d\u5730\u9009\u578b\uff09<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9002\u914d\u573a\u666f\uff1a\u4f01\u4e1a\u5927\u6a21\u578b\u843d\u5730\u3001\u79d1\u7814AI\u9879\u76ee\u3001\u5546\u7528\u5e95\u5c42\u6846\u67b6\u90e8\u7f72<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u573a\u666f\u5316\u9009\u578b\u6807\u51c6<\/strong>\uff1a\u901a\u7528\u57fa\u7840\u6a21\u578b\u3001\u79d1\u7814\u5de5\u5177\u7c7b\u9879\u76ee\u4f18\u5148\u5f00\u6e90\u90e8\u7f72\uff1b\u6c11\u751f\u9ad8\u5371\u3001\u56fd\u5bb6\u5b89\u5168\u7c7bAI\u9879\u76ee\u91c7\u7528\u95ed\u6e90\u79c1\u6709\u5316\u90e8\u7f72\u3002<\/li>\n\n\n\n<li><strong>\u5f00\u6e90\u98ce\u9669\u7ba1\u63a7\u6d41\u7a0b<\/strong>\uff1a\u5546\u7528\u5f00\u6e90AI\u843d\u5730\uff0c\u8865\u9f50\u7248\u6743\u3001\u77e5\u8bc6\u4ea7\u6743\u5408\u89c4\u6d41\u7a0b\uff1b\u89c4\u907f\u5730\u7f18\u653f\u6cbb\u4e0e\u8d44\u672c\u5e26\u6765\u7684\u5f00\u6e90\u4f9b\u5e94\u94fe\u98ce\u9669\u3002<\/li>\n\n\n\n<li><strong>\u4f01\u4e1a\u6df7\u5408\u67b6\u6784\u843d\u5730<\/strong>\uff1a\u5e95\u5c42\u6846\u67b6\u5f00\u6e90\u590d\u7528\uff0c\u4e1a\u52a1\u51b3\u7b56\u5c42\u79c1\u6709\u5316\u5c01\u88c5\uff0c\u517c\u987e\u6210\u672c\u3001\u521b\u65b0\u4e0e\u6570\u636e\u5b89\u5168\u3002<\/li>\n<\/ol>\n\n\n\n<hr 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