{"id":59712,"date":"2025-05-15T22:04:42","date_gmt":"2025-05-15T14:04:42","guid":{"rendered":"https:\/\/swarma.org\/?p=59712"},"modified":"2025-05-15T22:04:42","modified_gmt":"2025-05-15T14:04:42","slug":"nature%ef%bc%9adeepmind%e5%8f%91%e5%b8%83%e9%87%8d%e7%a3%85%e9%80%9a%e7%94%a8%e7%a7%91%e5%ad%a6%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e4%bd%93","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=59712","title":{"rendered":"Nature\uff1aDeepMind\u53d1\u5e03\u91cd\u78c5\u901a\u7528\u79d1\u5b66\u4eba\u5de5\u667a\u80fd\u4f53"},"content":{"rendered":"
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\u4eca\u65e5\uff0cNature\u53d1\u6587\u62a5\u9053\u4e86 DeepMind \u6700\u65b0\u63a8\u51fa\u7684\u901a\u7528\u79d1\u5b66\u4eba\u5de5\u667a\u80fd\u4f53 AlphaEvolve\u3002 AlphaEvolve \u662f\u5728\u4ed6\u4eec2013\u5e74\u63d0\u51fa\u7684 FunSearch \u7cfb\u7edf\u57fa\u7840\u4e0a\u53d1\u5c55\u800c\u6765\u3002\u5b83\u4e0d\u4ec5\u80fd\u5728\u4eba\u7c7b\u5c1a\u672a\u89e3\u51b3\u7684\u6570\u5b66\u95ee\u9898\u4e0a\u8d85\u8d8a\u4eba\u7c7b\uff0c\u5e76\u4e14\u80fd\u591f\u5904\u7406\u66f4\u5927\u89c4\u6a21\u7684\u4ee3\u7801\uff0c\u5e76\u5728\u66f4\u591a\u590d\u6742\u7b97\u6cd5\u548c\u5e7f\u6cdb\u7684\u79d1\u5b66\u9886\u57df\u5177\u6709\u666e\u9002\u6027\u3002AlphaEvolve \u8fd8\u5e2e\u52a9\u56e2\u961f\u6539\u8fdb\u4e86\u4e0b\u4e00\u4ee3\u5f20\u91cf\u5904\u7406\u5355\u5143\uff0c\u627e\u5230\u4e86\u66f4\u9ad8\u6548\u5229\u7528 Google \u5168\u7403\u8ba1\u7b97\u8d44\u6e90\u7684\u65b9\u6cd5\u3002\u90e8\u5206\u7814\u7a76\u8005\u8868\u793a\u6709\u88ab AlphaEvolve \u7684\u8868\u73b0\u60ca\u8273\u5230\uff0c\u53e6\u6709\u4e00\u90e8\u5206\u5b66\u8005\u5219\u671f\u5f85\u4f53\u9a8c\u5f00\u6e90\u7248\u672c\u6765\u8bc4\u4f30\u5b83\u7684\u5b9e\u9645\u6548\u7528\u3002<\/span>
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\u4e0a\u6d77\u79d1\u5b66\u667a\u80fd\u7814\u7a76\u9662\u3001\u96c6\u667a\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\u548c\u963f\u91cc\u4e91\u8054\u5408\u53d1\u5e03\u4e86\u300aAI \u00d7 Science\u5341\u5927\u524d\u6cbf\u89c2\u5bdf<\/a>\u300b\uff0c\u68b3\u7406\u51fa35\u4e2a\u7814\u7a76\u524d\u6cbf\uff0c\u5176\u4e2d\u5305\u62ec\u57fa\u4e8eLLM\u7684\u79d1\u5b66\u7814\u7a76<\/a>\uff0cAI\u79d1\u5b66\u5bb6<\/a>\u4e13\u9898\u5bf9\u667a\u80fd\u4f53\u5728\u79d1\u5b66\u4e0e\u8ba1\u7b97\u9886\u57df\u7684\u53d1\u5c55\u8fdb\u884c\u4e86\u56de\u987e\u4e0e\u5c55\u671b\uff0c\u6b22\u8fce\u4f60\u6765\u9605\u8bfb\u3002<\/span><\/span><\/strong><\/span><\/strong><\/p>\n


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\u56fe 1. \u767d\u76ae\u4e66\u5c01\u9762<\/span><\/span><\/p>\n


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AlphaEvolve\uff1a\u7528\u4e8e\u79d1\u5b66\u4e0e\u7b97\u6cd5\u53d1\u73b0\u7684\u901a\u7528AI\u667a\u80fd\u4f53<\/span><\/span><\/p>\n

https:\/\/storage.googleapis.com\/deepmind-media\/DeepMind.com\/Blog\/alphaevolve-a-gemini-powered-coding-agent-for-designing-advanced-algorithms\/AlphaEvolve.pdf\u3002<\/span><\/span><\/p>\n<\/blockquote>\n


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Google DeepMind \u5229\u7528\u804a\u5929\u673a\u5668\u4eba\u6a21\u578b\u63d0\u51fa\u4e86\u89e3\u51b3\u6570\u5b66\u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u91cd\u5927\u96be\u9898\u7684\u65b9\u6848\u3002\u8fd9\u4e00\u540d\u4e3a AlphaEvolve \u7684\u7cfb\u7edf\uff0c\u5c06\u5927\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLM\uff09<\/span>\u7684\u521b\u9020\u529b\uff0c\u4e0e\u80fd\u591f\u8bc4\u4f30\u6a21\u578b\u8f93\u51fa\u3001\u7b5b\u9009\u5e76\u4f18\u5316\u89e3\u6cd5\u7684\u7b97\u6cd5\u76f8\u7ed3\u5408\u3002\u8be5\u7cfb\u7edf\u5728\u516c\u53f8\u4e8e 5 \u6708 14 \u65e5\u53d1\u5e03\u7684\u4e00\u4efd\u767d\u76ae\u4e66\u4e2d\u8fdb\u884c\u4e86\u9610\u8ff0\u3002<\/span><\/span><\/strong><\/strong><\/section>\n

\u201c\u8fd9\u7bc7\u8bba\u6587\u76f8\u5f53\u60ca\u8273\uff0c\u201d\u5fb7\u56fd\u57c3\u6717\u6839\u9a6c\u514b\u65af\u00b7\u666e\u6717\u514b\u5149\u5b66\u79d1\u5b66\u7814\u7a76\u6240\u4eba\u5de5\u79d1\u5b66\u5bb6\u5b9e\u9a8c\u5ba4\u8d1f\u8d23\u4eba Mario Krenn \u8bf4\uff0c\u201c\u6211\u8ba4\u4e3a AlphaEvolve \u662f\u57fa\u4e8e\u901a\u7528\u578b LLM \u5b9e\u73b0\u65b0\u53d1\u73b0\u7684\u9996\u4e2a\u6210\u529f\u793a\u4f8b\u3002\u201d\u4f26\u6566 DeepMind \u79d1\u5b66\u8d1f\u8d23\u4eba Pushmeet Kohli \u8868\u793a\uff0c\u9664\u4e86\u7528\u8be5\u7cfb\u7edf\u53d1\u73b0\u5f00\u653e\u6570\u5b66\u95ee\u9898\u7684\u89e3\u6cd5\u5916\uff0cDeepMind \u5df2\u5c06\u8fd9\u4e00\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5e94\u7528\u4e8e\u81ea\u8eab\u7684\u5b9e\u8df5\u6311\u6218\u3002<\/span><\/span><\/p>\n


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AlphaEvolve \u5e2e\u52a9\u6539\u8fdb\u4e86\u516c\u53f8\u4e0b\u4e00\u4ee3\u5f20\u91cf\u5904\u7406\u5355\u5143\uff08TPU\u2014\u2014\u4e13\u4e3a AI \u7814\u53d1\u7684\u8ba1\u7b97\u82af\u7247\uff09\u7684\u8bbe\u8ba1\uff0c\u5e76\u627e\u5230\u4e86\u66f4\u9ad8\u6548\u5229\u7528 Google \u5168\u7403\u8ba1\u7b97\u8d44\u6e90\u7684\u65b9\u6cd5<\/span><\/span><\/strong>\uff0c\u8282\u7701\u4e86 0.7% \u7684\u6574\u4f53\u8d44\u6e90\u3002\u201c\u5b83\u4ea7\u751f\u4e86\u663e\u8457\u5f71\u54cd\uff0c\u201dKohli \u8bf4\u9053\u3002<\/span><\/span><\/p>\n


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\u56fe 2. DeepMind\u516c\u53f8\u79f0\uff0cAlphaEvolve\u5e2e\u52a9\u6539\u8fdb\u4e86\u4eba\u5de5\u667a\u80fd\u82af\u7247\u7684\u8bbe\u8ba1\uff0c\u4f46\u5c1a\u672a\u5bf9\u516c\u53f8\u5916\u90e8\u7684\u7814\u7a76\u4eba\u5458\u5f00\u653e\u3002\u56fe\u7247\u6765\u6e90\uff1aChristian Ohde\/IMAGO via Alamy<\/span><\/span><\/p>\n


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\u8fc4\u4eca\u4e3a\u6b62\uff0cAI \u5728\u79d1\u5b66\u9886\u57df\u7684\u5927\u591a\u6570\u6210\u529f\u5e94\u7528\uff0c\u5305\u62ec\u86cb\u767d\u8d28\u8bbe\u8ba1\u5de5\u5177 AlphaFold\uff0c\u90fd\u91c7\u7528\u4e86\u4e3a\u7279\u5b9a\u4efb\u52a1\u4e13\u95e8\u624b\u5de5\u6253\u9020\u7684\u5b66\u4e60\u7b97\u6cd5\uff0cKrenn \u8bf4\u9053\u3002\u4f46 AlphaEvolve \u662f\u901a\u7528\u578b\u7684\uff0c\u5b83\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b<\/span>\uff08LLM\uff09<\/span>\u751f\u6210\u4ee3\u7801\u7684\u80fd\u529b\uff0c\u5728\u5e7f\u6cdb\u7684\u9886\u57df\u4e2d\u89e3\u51b3\u95ee\u9898\u3002<\/span><\/span><\/p>\n


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DeepMind \u5c06 AlphaEvolve \u79f0\u4e3a\u201c\u667a\u80fd\u4f53\uff08agent\uff09\u201d\uff0c\u56e0\u4e3a\u5b83\u6d89\u53ca\u591a\u4e2a AI \u6a21\u578b\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/span><\/span><\/strong>\u4f46\u5b83\u6240\u9488\u5bf9\u7684\u79d1\u5b66\u6d41\u7a0b\u73af\u8282\uff0c\u4e0e\u8bb8\u591a\u5176\u4ed6\u201c\u667a\u80fd\u4f53\u5f0f\u201dAI \u79d1\u5b66\u7cfb\u7edf\u4e0d\u540c\uff0c\u540e\u8005\u591a\u7528\u4e8e\u6587\u732e\u7efc\u8ff0\u548c\u5047\u8bf4\u751f\u6210\u3002<\/span><\/span><\/p>\n


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AlphaEvolve \u6784\u5efa\u4e8e DeepMind \u81ea\u5bb6\u7684 Gemini \u7cfb\u5217 LLM \u4e4b\u4e0a\u3002<\/span><\/span>\u6bcf\u9879\u4efb\u52a1\u90fd\u7531\u7528\u6237\u8f93\u5165\u95ee\u9898\u3001\u8bc4\u4f30\u6807\u51c6\u548c\u521d\u6b65\u89e3\u6cd5\uff0cLLM \u968f\u540e\u63d0\u51fa\u6570\u767e\u4e43\u81f3\u6570\u5343\u79cd\u4fee\u6539\u65b9\u6848\u3002\u7136\u540e\uff0c\u201c\u8bc4\u4f30\u5668\u201d\u7b97\u6cd5\u6839\u636e\u4f18\u826f\u89e3\u6cd5\u7684\u5ea6\u91cf\u6807\u51c6\uff08\u4f8b\u5982\uff0c\u5728\u5206\u914d Google \u8ba1\u7b97\u4efb\u52a1\u65f6\u5e0c\u671b\u5c3d\u91cf\u51cf\u5c11\u8d44\u6e90\u6d6a\u8d39\uff09\u5bf9\u8fd9\u4e9b\u65b9\u6848\u8fdb\u884c\u6253\u5206\u3002<\/span><\/span><\/strong>DeepMind \u7684 AI \u79d1\u5b66\u5bb6\u3001\u8be5\u7814\u7a76\u7684\u8054\u5408\u8d1f\u8d23\u4eba Matej Balog \u8868\u793a\uff0cLLM \u4f1a\u57fa\u4e8e\u6700\u4f18\u65b9\u6848\u7ee7\u7eed\u63d0\u51fa\u65b0\u601d\u8def\uff0c\u968f\u7740\u65f6\u95f4\u63a8\u79fb\uff0c\u7cfb\u7edf\u5c31\u6f14\u5316\u51fa\u4e00\u7ec4\u66f4\u5f3a\u5927\u7684\u7b97\u6cd5\u3002\u201c\u6211\u4eec\u63a2\u7d22\u4e86\u4e00\u7cfb\u5217\u591a\u6837\u5316\u7684\u95ee\u9898\u89e3\u51b3\u53ef\u80fd\u65b9\u6848\u3002\u201d\u4ed6\u5982\u6b64\u63cf\u8ff0\u3002<\/span><\/span><\/p>\n


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\u56fe 3. AlphaEvolve \u53d1\u73b0\u6d41\u7a0b\u3002\u7528\u6237\u63d0\u4f9b\u521d\u59cb\u7a0b\u5e8f\uff08\u5e76\u5728\u5176\u4e2d\u6807\u8bb0\u5f85\u8fed\u4ee3\u7684\u90e8\u5206\uff09\u3001\u8bc4\u4f30\u4ee3\u7801\u548c\u53ef\u9009\u914d\u7f6e\u3002AlphaEvolve \u968f\u5373\u542f\u52a8\u8fdb\u5316\u5faa\u73af\u3002Prompt \u91c7\u6837\u5668\u4ece\u7a0b\u5e8f\u6570\u636e\u5e93\u4e2d\u62bd\u53d6\u7a0b\u5e8f\uff0c\u6784\u5efa\u4e30\u5bcc\u7684\u63d0\u793a\u3002\u57fa\u4e8e\u8fd9\u4e9b\u63d0\u793a\uff0cLLM \u751f\u6210\u4ee3\u7801\u4fee\u6539\uff0c\u5e76\u5e94\u7528\u4e8e\u521b\u5efa\u65b0\u7a0b\u5e8f\u3002\u7136\u540e\uff0c\u8bc4\u4f30\u5668\u5bf9\u8fd9\u4e9b\u65b0\u7a0b\u5e8f\u8fdb\u884c\u6253\u5206\uff0c\u5e76\u5c06\u8868\u73b0\u4f18\u5f02\u7684\u89e3\u6cd5\u91cd\u65b0\u6ce8\u518c\u56de\u7a0b\u5e8f\u6570\u636e\u5e93\uff0c\u4ece\u800c\u63a8\u52a8\u7a0b\u5e8f\u7684\u8fed\u4ee3\u4f18\u5316\uff0c\u53d1\u73b0\u66f4\u4f73\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/span><\/span><\/p>\n


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Balog \u6307\u51fa\uff0cAlphaEvolve \u662f\u5728\u516c\u53f8 2023 \u5e74\u63a8\u51fa\u7684 FunSearch \u7cfb\u7edf\u57fa\u7840\u4e0a\u53d1\u5c55\u800c\u6765\uff1b\u540e\u8005\u66fe\u7528\u7c7b\u4f3c\u7684\u8fdb\u5316\u65b9\u6cd5\u5728\u4eba\u7c7b\u5c1a\u672a\u89e3\u51b3\u7684\u6570\u5b66\u95ee\u9898\u4e0a\u8d85\u8d8a\u4eba\u7c7b\u3002\u4e0e FunSearch \u76f8\u6bd4\uff0cAlphaEvolve \u80fd\u5904\u7406\u66f4\u5927\u89c4\u6a21\u7684\u4ee3\u7801\uff0c\u5e76\u5728\u66f4\u591a\u590d\u6742\u7b97\u6cd5\u548c\u5e7f\u6cdb\u7684\u79d1\u5b66\u9886\u57df\u4e2d\u53d1\u6325\u4f5c\u7528\u3002<\/span><\/p>\n


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DeepMind \u8868\u793a\uff0c<\/span><\/span>AlphaEvolve \u8fd8\u63d0\u51fa\u4e86\u4e00\u79cd\u77e9\u9635\u4e58\u6cd5\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u6bd4 1969 \u5e74\u5fb7\u56fd\u6570\u5b66\u5bb6 Volker Strassen \u63d0\u51fa\u7684\u6700\u5feb\u7b97\u6cd5\u66f4\u5feb<\/span><\/span><\/strong>\u3002\u77e9\u9635\u4e58\u6cd5\u662f\u5c06\u6570\u5b57\u6309\u7f51\u683c\u76f8\u4e58\uff0c\u5e7f\u6cdb\u7528\u4e8e\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u3002\u5c3d\u7ba1 AlphaEvolve \u662f\u901a\u7528\u6027\u7684\uff0c\u5b83\u5728\u77e9\u9635\u8fd0\u7b97\u65b9\u9762\u7684\u8868\u73b0\u4ecd\u4f18\u4e8e 2022 \u5e74 DeepMind \u4e13\u4e3a\u77e9\u9635\u8fd0\u7b97\u8bbe\u8ba1\u7684 AI \u5de5\u5177 AlphaTensor\u3002<\/span><\/span>\u8fd9\u4e00\u65b9\u6cd5\u53ef\u7528\u4e8e\u89e3\u51b3\u5404\u7c7b\u4f18\u5316\u95ee\u9898\uff0c\u6216\u4efb\u4f55\u5728\u79d1\u5b66\u4e2d\u5b58\u5728\u201c\u5177\u4f53\u5ea6\u91cf\u201d\u6216\u201c\u4eff\u771f\u8bc4\u4f30\u201d\u4ee5\u5224\u65ad\u89e3\u6cd5\u4f18\u52a3\u7684\u573a\u666f\u3002<\/span><\/span><\/strong>\u8fd9\u8fd8\u53ef\u80fd\u5305\u62ec\u65b0\u578b\u663e\u5fae\u955c\u3001\u671b\u8fdc\u955c\u751a\u81f3\u6750\u6599\u7684\u8bbe\u8ba1.<\/span><\/span><\/p>\n


<\/span><\/p>\n

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\u56fe 4. \u4f7f\u7528 AlphaEvolve \u53d1\u73b0\u7684\u6253\u7834\u6700\u5148\u8fdb\u6c34\u5e73\uff08SOTA\uff09\u7684\u6570\u5b66\u6784\u9020\u793a\u4f8b\u3002AlphaEvolve \u7684\u591a\u529f\u80fd\u6027\u80fd\u591f\u89e3\u51b3\uff1a<\/span><\/span>\u5206\u6790\u5b66<\/span><\/span><\/strong>\u4e2d\u7684\u81ea\u76f8\u5173\u4e0e\u4e0d\u786e\u5b9a\u6027\u4e0d\u7b49\u5f0f\u95ee\u9898\uff1b<\/span><\/span>\u51e0\u4f55\u5b66<\/span><\/span><\/strong>\u4e2d\u7684\u586b\u5145\u4e0e\u6700\u5c0f\uff0f\u6700\u5927\u8ddd\u79bb\u95ee\u9898\uff1b<\/span><\/span>\u7ec4\u5408\u6570\u5b66<\/span><\/span><\/strong>\u4e2d\u7684 Erd\u0151s \u6700\u5c0f\u91cd\u53e0\u95ee\u9898\u4ee5\u53ca\u6709\u9650\u96c6\u7684\u548c\u4e0e\u5dee\u95ee\u9898\u3002<\/span><\/span><\/span><\/p>\n


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\u5e94\u7528\uff1a\u5f85\u5411\u5e7f\u6cdb\u7fa4\u4f53\u5f00\u653e<\/span><\/strong><\/span><\/strong><\/strong><\/p>\n<\/section>\n

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<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/h3>\n


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\u725b\u6d25\u5927\u5b66\u6570\u5b66\u5bb6\u517c AI \u7814\u7a76\u5458 Simon Frieder \u8868\u793a\uff0c\u5728\u6570\u5b66\u9886\u57df\uff0cAlphaEvolve \u4f3c\u4e4e\u80fd\u663e\u8457\u52a0\u901f\u67d0\u4e9b\u95ee\u9898\u7684\u89e3\u51b3\u3002\u4f46\u4ed6\u8ba4\u4e3a\uff0c\u5b83\u5927\u6982\u53ea\u4f1a\u5e94\u7528\u5230\u90a3\u4e9b\u53ef\u4ee5\u201c\u901a\u8fc7\u4ee3\u7801\u6765\u8868\u8ff0\u201d\u7684\u6709\u9650\u4efb\u52a1\u4e0a\u3002\u5176\u4ed6\u7814\u7a76\u8005\u5219<\/span><\/span>\u5bf9\u8be5\u5de5\u5177\u7684\u771f\u6b63\u6548\u7528\u6301\u4fdd\u7559\u6001\u5ea6\uff0c\u8ba4\u4e3a\u8981\u7b49\u5230\u5b83\u5728 DeepMind \u4ee5\u5916\u7684\u73af\u5883\u4e2d\u7ecf\u53d7\u8003\u9a8c\u540e\u624d\u80fd\u4e0b\u5b9a\u8bba<\/span><\/span><\/strong>\u3002\u201c\u5728\u7cfb\u7edf\u88ab\u66f4\u5e7f\u6cdb\u7684\u793e\u533a\u6d4b\u8bd5\u4e4b\u524d\uff0c\u6211\u4f1a\u4fdd\u6301\u6000\u7591\uff0c\u5e76\u5bf9\u62a5\u9053\u7684\u7ed3\u679c\u6301\u4fdd\u7559\u6001\u5ea6\uff0c\u201d\u7f8e\u56fd\u4fc4\u4ea5\u4fc4\u5dde\u7acb\u5927\u5b66\u7684 AI \u7814\u7a76\u5458 Huan Sun \u8fd9\u6837\u8bf4\u3002Frieder \u4e5f\u8868\u793a\uff0c\u4ed6\u4f1a\u7b49\u5230\u7814\u7a76\u8005\u4eec\u91cd\u73b0\u51fa\u4e00\u4e2a\u5f00\u6e90\u7248\u672c\uff0c\u800c\u4e0d\u4f9d\u8d56\u53ef\u80fd\u968f\u65f6\u53d8\u52a8\u6216\u4e0b\u7ebf\u7684 DeepMind \u4e13\u6709\u7cfb\u7edf\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

DeepMind \u79d1\u5b66\u4e3b\u7ba1 Pushmeet Kohli \u8bf4\uff0c\u5c3d\u7ba1 AlphaEvolve \u7684\u8fd0\u884c\u7b97\u529b\u9700\u6c42\u4f4e\u4e8e AlphaTensor\uff0c\u4f46\u5b83\u4ecd\u7136\u8fc7\u4e8e\u8017\u8d39\u8d44\u6e90\uff0c\u4e0d\u9002\u5408\u514d\u8d39\u6258\u7ba1\u5728 DeepMind \u7684\u670d\u52a1\u5668\u4e0a\u3002\u4e0d\u8fc7\uff0cDeepMind \u5e0c\u671b\u901a\u8fc7\u53d1\u5e03\u8fd9\u5957\u7cfb\u7edf\uff0c\u6fc0\u52b1\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u66f4\u591a\u53ef\u5c06 AlphaEvolve \u5e94\u7528\u4e8e\u5404\u79cd\u79d1\u5b66\u9886\u57df\u7684\u60f3\u6cd5\u3002\u201c\u6211\u4eec\u975e\u5e38\u5e0c\u671b\u8ba9\u79d1\u5b66\u754c\u5c3d\u53ef\u80fd\u591a\u7684\u4eba\u90fd\u80fd\u4f7f\u7528\u5230\u5b83\uff0c\u201dKohli \u8bf4\u9053\u3002<\/span><\/span><\/p>\n


<\/span><\/p>\n

\u53c2\u8003\u6587\u732e<\/span><\/span><\/p>\n

1. Romera-Paredes, B. <\/span><\/span>et al.<\/span><\/span><\/em>Nature<\/span><\/span><\/em>625<\/span><\/span><\/strong>, 468\u2013475 (2024).<\/span><\/span><\/p>\n

2. Strassen, V. <\/span><\/span>Numer. Math.<\/span><\/span><\/em>13<\/span><\/span><\/strong>, 354\u2013356 (1969).<\/span><\/span><\/p>\n

3. Fawzi, A. <\/span><\/span>et al.<\/span><\/span><\/em>Nature<\/span><\/span><\/em>610<\/span><\/span><\/strong>, 47\u201353 (2022).<\/span><\/span><\/p>\n

<\/span><\/section>\n

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\u5173\u4e8e\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


<\/span><\/section>\n

\u96c6\u667a\u4ff1\u4e50\u90e8\u6210\u7acb\u4e8e 2003 \u5e74\uff0c\u662f\u4e00\u4e2a\u4ece\u4e8b\u5b66\u672f\u7814\u7a76\u3001\u4eab\u53d7\u79d1\u5b66\u4e50\u8da3\u7684\u63a2\u7d22\u8005\u7684\u56e2\u4f53\uff0c\u4e5f\u662f<\/span><\/span>\u56fd\u5185\u6700\u65e9\u7684\u7814\u7a76\u4eba\u5de5\u667a\u80fd\u3001\u590d\u6742\u7cfb\u7edf\u7684\u79d1\u5b66\u793e\u533a<\/span><\/span><\/strong>\u3002\u5b83\u5021\u5bfc\u4ee5\u5e73\u7b49\u5f00\u653e\u7684\u6001\u5ea6\u3001\u79d1\u5b66\u5b9e\u8bc1\u7684\u7cbe\u795e\uff0c\u8fdb\u884c\u8de8\u5b66\u79d1\u7684\u7814\u7a76\u4e0e\u4ea4\u6d41\uff0c\u529b\u56fe\u642d\u5efa\u4e00\u4e2a\u4e2d\u56fd\u7684 \u201c \u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240 \u201d\u3002\u96c6\u667a\u79d1\u5b66\u7814\u7a76\u4e2d\u5fc3\uff08\u6c11\u529e\u975e\u8425\u5229\u4f01\u4e1a\uff09\u662f\u96c6\u667a\u4ff1\u4e50\u90e8\u7684\u8fd0\u8425\u4e3b\u4f53\uff0c\u957f\u671f\u8fd0\u8425\u793e\u533a\u751f\u6001\uff0c\u50ac\u5316\u7406\u8bba\u521b\u65b0\u3002<\/span><\/span>\u4f7f\u547d\uff1a\u8425\u9020\u8de8\u5b66\u79d1\u63a2\u7d22\u5c0f\u751f\u5883\uff0c\u50ac\u5316\u590d\u6742\u6027\u79d1\u5b66\u65b0\u7406\u8bba<\/span><\/span><\/strong>\u3002<\/span><\/span><\/span><\/p>\n

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\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bfb\u4e66\u4f1a<\/span><\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


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\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u5de5\u5b66\u9662\u7279\u8058\u7814\u7a76\u5458\u8d75\u4e16\u94b0\u3001\u6d59\u6c5f\u5927\u5b66\u6559\u6388\u4efb\u6c81\u6e90\u3001\u9e4f\u57ce\u5b9e\u9a8c\u5ba4\u9ad8\u7ea7\u5de5\u7a0b\u5e08\u5d14\u91d1\u5f3a\uff0c\u5171\u540c\u53d1\u8d77\u300c\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u300d\u8bfb\u4e66\u4f1a<\/a>\uff0c\u63a2\u7a76\u5927\u8bed\u8a00\u6a21\u578b\u7ed9\u673a\u5668\u4eba\u9886\u57df\u5e26\u6765\u7684\u65b0\u601d\u60f3\u65b0\u4ef7\u503c\u3002<\/span>\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501\u56de\u653e\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/span><\/section>\n

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\"\u56fe\u7247\"<\/span><\/a><\/span><\/strong><\/span><\/section>\n


<\/span><\/p>\n

\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n
\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u591a\u667a\u80fd\u4f53\u7cfb\u7edf\u8bfb\u4e66\u4f1a\uff1a\u5927\u6a21\u578b\u8d4b\u80fd\u673a\u5668\u4eba\u6d8c\u73b0\u7fa4\u4f53\u667a\u80fd<\/a><\/span><\/span><\/section>\n


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\n

<\/span><\/section>\n<\/section>\n
\u63a8\u8350\u9605\u8bfb<\/span><\/span><\/strong><\/strong><\/strong><\/section>\n
1.  Nature\uff1aDeepMind\u65b0\u4e00\u4ee3Dreamer\u67b6\u6784\u7a81\u7834\u5f3a\u5316\u5b66\u4e60\u6cdb\u5316\u74f6\u9888<\/span><\/a><\/span>
<\/span><\/strong><\/span><\/strong><\/strong><\/section>\n
2. \u706b\u904d\u5168\u7403\u7684DeepSeek\uff1a\u79d1\u5b66\u5bb6\u662f\u600e\u4e48\u7528\u5b83\u7684\uff1f<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/strong><\/section>\n
3. DeepModeling\u7b2c\u4e09\u5c4aHackathon\u91cd\u78c5\u6765\u88ad\uff1a\u91ca\u653eAI4Science\u65e0\u9650\u53ef\u80fd<\/span><\/a><\/span><\/strong>
<\/span><\/strong><\/span><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/span><\/strong><\/span>\u6e38\u620f\u5316\u79d1\u7814\u2014\u2014\u8ba9\u6211\u4eec\u7a81\u7834\u5185\u5377\u3001\u5171\u7814\u6d8c\u73b0<\/a><\/span><\/strong><\/strong><\/span><\/section>\n
<\/strong>5. <\/span><\/strong>\u63a2\u7d22\u8005\u8ba1\u5212 | \u96c6\u667a\u4ff1\u4e50\u90e82025\u5185\u5bb9\u56e2\u961f\u62db\u52df\uff08\u5168\u804c&\u517c\u804c\uff09<\/a><\/span><\/strong><\/span><\/section>\n

6. \u52a0\u5165\u96c6\u667a\uff0c\u73a9\u8f6c\u590d\u6742\uff0c\u5171\u521b\u6591\u56fe\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u7ebf\u4e0b\u5fd7\u613f\u8005\u62db\u52df<\/span><\/a><\/span><\/strong><\/p>\n


<\/span><\/strong><\/span><\/section>\n


<\/span><\/span><\/p>\n

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/span><\/section>\n<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u4eca\u65e5\uff0cNature\u53d1\u6587\u62a5\u9053\u4e86 DeepMind \u6700\u65b0\u63a8\u51fa\u7684\u901a\u7528\u79d1\u5b66\u4eba\u5de5\u667a\u80fd\u4f53 AlphaEvolve\u3002 AlphaEvolve \u662f\u5728\u4ed6\u4eec2013\u5e74\u63d0\u51fa\u7684 FunSearch \u7cfb\u7edf\u57fa\u7840\u4e0a\u53d1\u5c55\u800c\u6765\u3002\u5b83\u4e0d\u4ec5\u80fd\u5728\u4eba\u7c7b\u5c1a\u672a\u89e3\u51b3\u7684\u6570\u5b66\u95ee\u9898\u4e0a\u8d85\u8d8a\u4eba\u7c7b\uff0c\u5e76\u4e14\u80fd\u591f\u5904\u7406\u66f4\u5927\u89c4\u6a21\u7684\u4ee3\u7801\uff0c\u5e76\u5728\u66f4\u591a\u590d\u6742\u7b97\u6cd5\u548c\u5e7f\u6cdb\u7684\u79d1\u5b66…<\/p>\n","protected":false},"author":0,"featured_media":59702,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/59712"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=59712"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/59712\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/59702"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=59712"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=59712"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=59712"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=59712"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}