{"id":52109,"date":"2024-08-17T20:57:13","date_gmt":"2024-08-17T12:57:13","guid":{"rendered":"https:\/\/swarma.org\/?p=52109"},"modified":"2024-08-17T20:57:13","modified_gmt":"2024-08-17T12:57:13","slug":"nature-methods%e4%b8%bb%e9%a2%98%e7%89%b9%e5%88%8a%ef%bc%9a%e5%85%b3%e6%b3%a8-ai-%e5%9c%a8%e7%94%9f%e7%89%a9%e5%ad%a6%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=52109","title":{"rendered":"Nature Methods\u4e3b\u9898\u7279\u520a\uff1a\u5173\u6ce8 AI \u5728\u751f\u7269\u5b66\u4e2d\u7684\u5e94\u7528"},"content":{"rendered":"
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2024\u5e748\u6708\uff0c\u56fd\u9645\u9876\u5c16\u8457\u540d\u6742\u5fd7 Nature Methods<\/em> \u53d1\u8868\u7279\u520a\uff08Special issue\uff09\uff0c\u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5728\u751f\u7269\u5b66\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u5e76\u4e3a\u751f\u7269\u5b66\u5bb6\u5e26\u6765\u5de8\u5927\u5e2e\u52a9\u3002\u7279\u520a<\/span><\/strong>\u901a\u8fc7\u8bc4\u8bba\u6587\u7ae0\uff08Comment\uff09\u3001\u89c2\u70b9\u7efc\u8ff0\u6587\u7ae0\uff08Perspective\uff09\u3001\u539f\u521b\u7814\u7a76\u6587\u7ae0\uff08Research Article\uff09\u7b49\uff0c\u8ba8\u8bba\u4e86\u8ba1\u7b97\u751f\u7269\u5b66\u9886\u57df\u7684\u5404\u65b9\u9762\u8bdd\u9898\u3002<\/span><\/strong><\/section>\n

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\u7814\u7a76\u9886\u57df\uff1aAI for Biology\uff0c\u4eba\u5de5\u667a\u80fd\uff0c\u57fa\u56e0\u7ec4\u5b66\uff0c\u86cb\u767d\u8d28\u7ec4\u5b66\uff0c\u590d\u6742\u751f\u547d\u7cfb\u7edf<\/strong><\/strong><\/span><\/strong><\/section>\n<\/section>\n
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\u6587\u7ae0\u6807\u9898\uff1aFocus on advanced AI in biology<\/span><\/p>\n

\u671f\u520a\u540d\u79f0\uff1aNature Methods<\/span><\/p>\n

\u7279\u520a\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/collections\/ahhdhbhgha<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u672c\u671f Nature Methods<\/em> \u7279\u520a<\/span>\u4e3b\u8981\u5305\u62ec\u4ee5\u4e0b\u4e3b\u9898\uff1a<\/span><\/section>\n

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    Transformer\u67b6\u6784\u548c\u5927\u6a21\u578b\u5e2e\u52a9\u89e3\u6790\u5355\u7ec6\u80de\u6570\u636e\u548c\u9ad8\u7ef4\u7a7a\u95f4\u7ec4\u5b66\u6570\u636e\uff1b<\/span><\/section>\n<\/li>\n
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    \u5f00\u53d1\u4ece\u5e8f\u5217\u6620\u5c04\u5230\u8868\u578b\u7684\u6a21\u578b\u8fdb\u800c\u63ed\u793a\u8c03\u63a7\u673a\u5236\uff1b<\/span><\/section>\n<\/li>\n
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    \u91c7\u7528\u86cb\u767d\u8d28\u6a21\u578b\u9884\u6d4b\u751f\u7269\u5206\u5b50<\/span>\uff08\u86cb\u767d-\u86cb\u767d\u3001\u86cb\u767d\u5c0f\u5206\u5b50\uff09<\/span>\u95f4\u76f8\u4e92\u4f5c\u7528\uff1b<\/span><\/section>\n<\/li>\n
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    \u6587\u7ae0\u6807\u9898\uff1aEmbedding AI in biology<\/span><\/p>\n

    \u6587\u7ae0\u6765\u6e90\uff1aNature Methods<\/span><\/p>\n

    \u6587\u7ae0\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41592-024-02391-7<\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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    AI for Biology \u8fd9\u4e2a\u4e3b\u9898\u5185\u5bb9\u975e\u5e38\u4e30\u5bcc\u548c\u590d\u6742\u3002\u5c3d\u7ba1\u6211\u4eec\u5728\u8fd9\u4e2a\u8bdd\u9898\u4e0a\u6db5\u76d6\u4e86\u5e7f\u6cdb\u7684\u65b9\u5411\uff0c\u4f46\u6211\u4eec\u627f\u8ba4\u8fd9\u4efd\u4e13\u520a\u4ecd\u7136\u4e0d\u80fd\u6db5\u76d6\u5230\u65b9\u65b9\u9762\u9762\u3002\u5728\u6211\u4eec\u6df1\u5165\u4e86\u89e3AI\u5728\u4e0d\u540c\u9886\u57df\u6f5c\u5728\u5f71\u54cd\u7684\u4e00\u7cfb\u5217\u8bc4\u8bba\u6587\u7ae0\u4e4b\u524d\uff0c\u6211\u4eec\u9080\u8bf7\u60a8\u9605\u8bfbJames Zou\u548c\u4ed6\u7684\u540c\u4e8b\u4eec\u7684\u5f15\u5bfc\u6027\u6587\u7ae0\uff0c\u8be5\u6587\u7ae0\u4ecb\u7ecd\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u2014\u2014\u673a\u5668\u5b66\u4e60\u4e2d\u6700\u5177\u5f71\u54cd\u529b\u7684\u6700\u65b0\u53d1\u5c55\u4e4b\u4e00\u2014\u2014\u4ee5\u53ca\u5b83\u4eec\u5728\u751f\u7269\u7814\u7a76\u4e2d\u7684\u5e7f\u6cdb\u5e94\u7528[1]<\/strong>\u3002<\/span><\/p>\n


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    AI\u5e94\u7528\u5728\u57fa\u56e0\u7ec4\u5b66\uff08\u5982\u5355\u7ec6\u80de\u3001\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u5b66\uff09\u7684\u7ecf\u5178\u4f8b\u5b50<\/strong><\/span><\/p>\n


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    Transformer\u5728\u5355\u7ec6\u80de\u7ec4\u5b66\u7684\u5e94\u7528<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02353-z<\/span><\/section>\n


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    \u9075\u5faa\u7c7b\u4f3c\u7684\u65b9\u5f0f\uff0c\u6765\u81ea\u591a\u4f26\u591a\u5927\u5b66\u7684Bo Wang\u56e2\u961f\uff0c\u4ee5\u53caJianzhu Ma\u3001Xuegong Zhang\u548cLe Song\u56e2\u961f\uff0c\u5206\u522b\u4ecb\u7ecd\u4e86\u4e24\u4e2a\u5355\u7ec6\u80de\u57fa\u7840\u6a21\u578b<\/strong><\/span>\uff08scGPT[3]\u548cscFoundation[4]\uff09<\/span>\uff0c\u5e76\u5c55\u793a\u4e86\u5b83\u4eec\u5728\u7ec6\u80de\u7c7b\u578b\u6ce8\u91ca\u3001\u6270\u52a8\u9884\u6d4b\u548c\u5176\u4ed6\u4efb\u52a1\u4e2d\u7684\u80fd\u529b<\/strong>\u3002\u5728\u53e6\u4e00\u7bc7\u7814\u7a76\u8bba\u6587\u4e2d\uff0cWenpin Hou\u548cZhicheng Ji\u6307\u51fa\uff0cGPT-4\u5728\u4f7f\u7528\u5355\u7ec6\u80deRNA\u6d4b\u5e8f\u6570\u636e\u6ce8\u91ca\u7ec6\u80de\u7c7b\u578b\u65b9\u9762\u53ef\u4ee5\u5b9e\u73b0\u6700\u5148\u8fdb\u7684\u6027\u80fd[5]<\/strong>\u3002Mohammad Lotfollahi\u7684\u65b0\u95fb\u7a3f[6]\u7cfb\u7edf\u603b\u7ed3\u4e86\u5e76\u6bd4\u8f83\u4e86\u8fd9\u4e9b\u5de5\u4f5c\uff0c\u5e76\u8ba8\u8bba\u4e86\u8fd9\u4e2a\u9886\u57df\u7684\u672a\u6765\u65b9\u5411\u3002<\/span><\/p>\n


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    scFoundation \u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u9884\u8bad\u7ec3\u5927\u6a21\u578b<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02305-7<\/span><\/section>\n


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    \u540c\u6837\u5728\u8fd9\u671f\u4e13\u520a\u4e2d\uff0cJure Leskovec\u548c\u4ed6\u7684\u56e2\u961f\u6574\u5408\u4e86\u6765\u81ea\u4e0d\u540c\u7269\u79cd\u7684\u5355\u7ec6\u80deRNA\u6d4b\u5e8f\u6570\u636e\u96c6\uff0c\u901a\u8fc7\u4f7f\u7528\u5927\u578b\u86cb\u767d\u8d28\u8bed\u8a00\u6a21\u578b\uff0c\u4ece\u800c\u5b66\u4e60\u5230\u86cb\u767d\u8d28\u4f4e\u7ef4\u8868\u793a\uff0c\u8fd9\u671d\u7740\u6784\u5efa\u901a\u7528\u7ec6\u80de\u4f4e\u7ef4\u8868\u793a\u8fc8\u51fa\u4e86\u4e00\u6b65<\/strong>[7]\u3002\u6b64\u5916\uff0cLior Pachter\u548c\u4ed6\u7684\u540c\u4e8b\u4eec\u63d0\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u53d8\u5206\u81ea\u7f16\u7801\u5668\u7684\u6846\u67b6\uff0c\u7528\u4e8e\u6a21\u62df\u8f6c\u5f55\u548c\u526a\u63a5\u52a8\u529b\u5b66\u8fc7\u7a0b<\/strong>[8]\u3002<\/span><\/p>\n


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    SATURN \u7ed3\u5408\u86cb\u767d\u8d28\u5e8f\u5217\u548c\u57fa\u56e0\u8868\u8fbe\u4fe1\u606f\u6765\u83b7\u5f97\u5355\u4e2a\u7ec6\u80de\u7684\u901a\u7528\u8868\u793a<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02191-z<\/span><\/section>\n


    <\/p>\n

    \u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5728\u57fa\u56e0\u7ec4\u5b66\u4e2d\u4ea7\u751f\u5f71\u54cd\u7684\u53e6\u4e00\u4e2a\u9886\u57df\u662f\u5c06\u5e8f\u5217\u6620\u5c04\u5230\u8868\u578b\uff0cAlexander Sasse\u3001Maria Chikina\u548cSara Mostafavi\u5728\u8bc4\u8bba\u6587\u7ae0\u4e2d\u8ba8\u8bba\u4e86\u8fd9\u4e00\u70b9[9]\u3002\u901a\u8fc7\u5229\u7528\u4ece\u8bb8\u591a\u4e0d\u540c\u7684\u7ec6\u80de\u7c7b\u578b\u548c\u6761\u4ef6\u4e0b\u6536\u96c6\u7684\u591a\u6a21\u6001\u6570\u636e\uff0c\u8fd9\u4e9b\u4ece\u5e8f\u5217\u6620\u5c04\u5230\u529f\u80fd\u7684\u6a21\u578b\u65e8\u5728\u63ed\u793a\u4e0d\u540c\u9057\u4f20\u548c\u73af\u5883\u56e0\u7d20\u5f71\u54cd\u4e0b\u5404\u79cd\u5206\u5b50\u5c42\u9762\u76f8\u4e92\u4f5c\u7528\u548c\u8c03\u63a7\u7684\u673a\u5236<\/strong>\u3002<\/span><\/p>\n


    <\/p>\n

    \u7a7a\u95f4\u8f6c\u5f55\u7ec4\u5b66\u662f\u4e00\u4e2a\u84ec\u52c3\u53d1\u5c55\u7684\u9886\u57df<\/strong><\/span>\uff08\u6211\u4eec\u57282020\u5e74\u5e74\u5ea6\u65b9\u6cd5\u4e2d\u5f3a\u8c03\u4e86\u8fd9\u4e00\u70b9\uff09<\/span>\u3002\u8fd9\u4e9b\u6280\u672f\u4f7f\u5f97\u6536\u96c6\u5927\u91cf\u9ad8\u7ef4\u6570\u636e\u6210\u4e3a\u53ef\u80fd\uff1b\u56e0\u6b64\uff0c\u6df1\u5ea6\u5b66\u4e60\u4e2d\u7684\u65b9\u6cd5\u5bf9\u4e8e\u6316\u6398\u8fd9\u4e9b\u590d\u6742\u4e14\u4fe1\u606f\u4e30\u5bcc\u7684\u6570\u636e\u96c6\u81f3\u5173\u91cd\u8981\uff0c\u5e76\u4e14\u5c06\u7ee7\u7eed\u5982\u6b64\u3002\u5728\u4e00\u7bc7\u7814\u7a76\u8bba\u6587\u4e2d\uff0cZhi Wei\u548c\u4ed6\u7684\u56e2\u961f\u4e3a\u7a7a\u95f4\u7ec4\u5b66\u5206\u6790\u5f00\u53d1\u4e86\u7a7a\u95f4\u611f\u77e5\u7684\u6df1\u5ea6\u751f\u6210\u6a21\u578b[10]<\/strong>\u3002\u5728\u8bc4\u8bba\u6587\u7ae0\u4e2d\uff0cMingyao Li\u548c\u56e2\u961f\u8ba8\u8bba\u4e86AI\u5728\u7a7a\u95f4\u7ec4\u5b66\u7684\u73b0\u72b6\u548c\u672a\u6765[11]<\/strong>\u3002<\/span><\/p>\n


    <\/p>\n

    \u4eba\u5de5\u667a\u80fd\u4e0e\u7a7a\u95f4\u7ec4\u5b66\u7ed3\u5408\uff0c\u6f5c\u529b\u65e0\u7a77<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02363-x<\/span><\/section>\n


    <\/p>\n


    <\/p>\n

    AI\u5e94\u7528\u5728\u86cb\u767d\u9886\u57df\uff08\u5982\u86cb\u767d\u7ed3\u6784\u9884\u6d4b\u3001\u86cb\u767d\u8d28\u5de5\u7a0b\u3001\u86cb\u767d\u7ec4\u5b66\uff09\u7684\u7ecf\u5178\u4f8b\u5b50<\/strong><\/span><\/p>\n


    <\/p>\n

    \u8fd0\u7528\u8ba1\u7b97\u65b9\u6cd5\u7814\u7a76\u86cb\u767d\u8d28\u5df2\u7ecf\u6709\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u5386\u53f2\u4e86\u3002\u9884\u6d4b\u751f\u7269\u5206\u5b50\u76f8\u4e92\u4f5c\u7528\u7684\u65b9\u6cd5\uff0c\u5982AlphaFold3\u548cRoseTTAFold-AllAtom\uff0c\u5df2\u7ecf\u53d6\u5f97\u4e86\u5de8\u5927\u7684\u8fdb\u6b65\u3002\u7136\u800c\uff0c\u4ecd\u7136\u5b58\u5728\u4e9b\u8bb8\u6311\u6218\u3002Minkyung Baek\u7684\u8bc4\u8bba\u5f3a\u8c03\u4e86\u4e3a\u4e86\u6355\u6349\u8fd9\u4e9b\u76f8\u4e92\u4f5c\u7528\u7684\u751f\u7269\u7269\u7406\u590d\u6742\u6027\u4ecd\u7136\u9700\u8981\u505a\u51fa\u7684\u52aa\u529b<\/strong>[12]\u3002<\/span><\/p>\n


    <\/p>\n

    \u5728\u8fd9\u4e2a\u4e13\u520a\u4e2d\uff0c\u6211\u4eec\u8fd8\u4ecb\u7ecd\u4e86\u7531Mohammed AlQuraishi\u3001Nazim Bouatta\u7b49\u56e2\u961f\u5f00\u53d1\u7684OpenFold[13]\uff0c\u8fd9\u4e2a\u5de5\u4f5c\u5c55\u793a\u4e86\u5b8c\u5168\u5f00\u6e90\u7684AlphaFold2\u5b9e\u73b0\u65b9\u5f0f<\/strong>\u3002\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u65b9\u6cd5\uff0c\u5982Barrett Powell\u548cJoseph Davis\u5f00\u53d1\u7684\u7684TomoDRGN[14]\uff0c\u4ee5\u53caEllen Zhong\u3001Abhay Kotecha\u56e2\u961f\u5f00\u53d1\u7684CryoDRGN-ET[15]\uff0c\u4e5f\u88ab\u7528\u6765\u6a21\u62df\u6765\u81ea\u51b7\u51bb\u7535\u5b50\u626b\u63cf\u663e\u5fae\u955c\u6570\u636e\u96c6\u7684\u8fde\u7eed\u6784\u8c61\u548c\u7ec4\u6210\u5f02\u8d28\u6027<\/strong>\u3002<\/span><\/p>\n


    <\/p>\n

    <\/p>\n

    OpenFold\u4e0eAlphaFold2\u6548\u679c\u76f8\u5f53<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02272-z<\/span><\/section>\n


    <\/p>\n

    Omar Abudayyeh\u548cJonathan Gootenberg\u7684\u8bc4\u8bba\u6587\u7ae0\u5f3a\u8c03\u4e86AI\u5982\u4f55\u6539\u53d8\u5206\u5b50\u548c\u7ec6\u80de\u5de5\u7a0b[16]<\/strong>\u3002AI\u6709\u52a9\u4e8e\u7406\u89e3\u4e0d\u540c\u7684\u86cb\u767d\u8d28\u7cfb\u7edf\uff0c\u5e76\u53d1\u73b0\u5982CRISPR\u7b49\u86cb\u767d\u8d28\u5de5\u5177\u3002\u57fa\u4e8eAI\u7684\u86cb\u767d\u8d28\u5de5\u7a0b\u4e5f\u5728\u63d0\u9ad8CRISPR\u7f16\u8f91\u6548\u7387\uff0c\u5e76\u589e\u5f3a\u6211\u4eec\u6270\u52a8\u7ec6\u80de\u7684\u80fd\u529b\uff0c\u751a\u81f3\u53ef\u4ee5\u6784\u5efa\u201c\u865a\u62df\u7ec6\u80de\u201d\u3002<\/span><\/p>\n


    <\/p>\n

    \u6b64\u5916\uff0c\u9ad8\u7ea7AI\u65b9\u6cd5\u4e5f\u5c06\u5851\u9020\u86cb\u767d\u8d28\u7ec4\u5b66\u9886\u57df\uff1a\u5728\u4ed6\u4eec\u7684\u8bc4\u8bba\u4e2d\uff0cBenjamin Gyori\u548cOlga Vitek\u63cf\u8ff0\u4e86AI\u65b9\u6cd5\u5c06\u5982\u4f55\u5e2e\u52a9\u7814\u7a76\u4eba\u5458\u5229\u7528\u6765\u81ea\u96f6\u6563\u6765\u6e90\u7684\u77e5\u8bc6\uff0c\u63a8\u8fdb\u57fa\u4e8e\u8d28\u8c31\u7684\u86cb\u767d\u8d28\u7ec4\u5b66\u6570\u636e\u5206\u6790\uff0c\u8fdb\u800c\u5b8c\u6210\u673a\u5236\u7684\u53d1\u73b0\u548c\u529f\u80fd\u7684\u89e3\u91ca<\/strong>[17]\u3002<\/span><\/p>\n


    <\/p>\n

    \u4e13\u520a\u4e2d\u4e5f\u4ecb\u7ecd\u4e86\u7531Marinka Zitnik\u548c\u5176\u56e2\u961f\u5f00\u53d1\u7684PINNACLE\u6846\u67b6[18]\uff0c\u8fd9\u662f\u4e00\u4e2aAI\u6a21\u578b\uff0c\u5b83\u5728\u8003\u8651\u751f\u7269\u5b66\u80cc\u666f\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\u5b66\u4e60\u86cb\u767d\u8d28\u8868\u793a<\/strong>\u3002\u5728\u751f\u6210\u7ec6\u80de\u7c7b\u578b\u7279\u5f02\u7684\u86cb\u767d\u8d28\u8868\u793a\u65f6\uff0c\u6a21\u578b\u8003\u8651\u4e86\u591a\u79cd\u751f\u7269\u80cc\u666f\u4fe1\u606f\uff0c\u5982\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u6570\u636e\u3001\u86cb\u767d\u8d28-\u86cb\u767d\u8d28\u76f8\u4e92\u4f5c\u7528\u7f51\u7edc\u3001\u7ec6\u80de\u7c7b\u578b\u5230\u7ec6\u80de\u7c7b\u578b\u7684\u76f8\u4e92\u4f5c\u7528\u548c\u7ec4\u7ec7\u5c42\u6b21\u7b49\u3002\u76f8\u4fe1\u8fd9\u4e2a\u6a21\u578b\u5c06\u4f1a\u4e3a\u6574\u4e2a\u9886\u57df\u63d0\u4f9b\u4e00\u5b9a\u7684\u65b9\u5411\u6307\u5f15\u3002<\/span><\/p>\n


    <\/p>\n

    <\/p>\n


    <\/p>\n

    PINNACLE\u5728\u8003\u8651\u751f\u7269\u5b66\u80cc\u666f\u4fe1\u606f\u7684\u60c5\u51b5\u4e0b\u5b66\u4e60\u86cb\u767d\u8d28\u8868\u793a<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02341-3<\/span><\/section>\n


    <\/p>\n


    <\/p>\n

    AI\u5e94\u7528\u5728\u6210\u50cf\u9886\u57df\u7684\u7ecf\u5178\u4f8b\u5b50<\/strong><\/span><\/p>\n


    <\/p>\n

    \u968f\u7740\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u53d1\u5c55\uff0c\u663e\u5fae\u6210\u50cf\u9886\u57df\u4e5f\u5df2\u7ecf\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u6b65\u3002\u4f46\u5728\u8bb8\u591a\u65b9\u9762\uff0c\u8fd9\u79cd\u8de8\u5b66\u79d1\u5de5\u4f5c\u4ecd\u5904\u4e8e\u8d77\u6b65\u9636\u6bb5\u3002Shanghang Zhang\u3001Jianxu Chen\u56e2\u961f\u7684\u8bc4\u8bba\u6587\u7ae0\u8ba8\u8bba\u4e86\u8fd9\u4e2a\u65b9\u5411\u7684\u672a\u6765\u8d8b\u52bf[19]\u3002\u5728\u6587\u4e2d\uff0c\u4ed6\u4eec\u6307\u51fa\uff0c\u6570\u636e\u91cf\u66f4\u5927\u3001\u53c2\u6570\u66f4\u591a\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5f80\u5f80\u5728\u6548\u679c\u4e0a\u66f4\u597d\uff0c\u4ee5\u53ca\u5927\u578b\u591a\u6a21\u6001\u6a21\u578b\u53ef\u80fd\u5728\u751f\u7269\u6210\u50cf\u65b9\u9762\u63d0\u4f9b\u5de8\u5927\u7a81\u7834\uff0c\u751a\u81f3\u6709\u6f5c\u529b\u8d85\u8d8a\u4eba\u7c7b\u7684\u8bc6\u56fe\u80fd\u529b<\/strong>\u3002Bo Yan\u548c\u4ed6\u7684\u540c\u4e8b\u4eec\u7684\u7814\u7a76\u8bba\u6587\u8868\u660e\uff0c\u4e00\u4e2a\u901a\u7528\u7684\u57fa\u7840\u6a21\u578b\u53ef\u4ee5\u88ab\u8bad\u7ec3\u6765\u6267\u884c\u8367\u5149\u663e\u5fae\u955c\u56fe\u50cf\u91cd\u5efa\u4efb\u52a1<\/strong>\uff0c\u8fd9\u7a81\u51fa\u4e86\u4e00\u70b9\uff1a\u66f4\u5927\u6a21\u578b\u80fd\u591f\u5904\u7406\u66f4\u591a\u8bad\u7ec3\u6570\u636e\uff0c\u5e76\u80fd\u591f\u5b8c\u6210\u591a\u6837\u5316\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u5982\u53bb\u566a\u3001\u5404\u5411\u540c\u6027\u91cd\u5efa\u548c\u8de8\u6a21\u6001\u56fe\u50cf\u751f\u6210[20]\u3002<\/span><\/p>\n


    <\/p>\n

    <\/p>\n

    \u5229\u7528\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u751f\u7269\u56fe\u50cf\u5206\u6790<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02334-2<\/span><\/section>\n


    <\/p>\n

    \u672c\u671f\u4e24\u7bc7\u901a\u8baf<\/span>\uff08Correspondence\uff09<\/span>\u6587\u7ae0\u4ecb\u7ecd\u4e86\u5229\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u751f\u7269\u56fe\u50cf\u5206\u6790\u7684\u5de5\u5177<\/strong>\u3002Wei Ouyang\u548c\u4ed6\u7684\u56e2\u961f\u901a\u8fc7\u4ed6\u4eec\u7684BioImage.IO\u804a\u5929\u673a\u5668\u4eba\uff0c\u5c06\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4fbf\u6377\u6027\u76f4\u63a5\u5448\u73b0\u5728\u5206\u6790\u56fe\u50cf\u7684\u751f\u7269\u5b66\u5bb6\u773c\u524d[21]\uff0c\u8be5\u804a\u5929\u673a\u5668\u4eba\u4f7f\u7528\u6237\u80fd\u591f\u5e7f\u6cdb\u6c72\u53d6\u793e\u533a\u8303\u56f4\u7684\u77e5\u8bc6\uff0c\u5e76\u901a\u8fc7\u64b0\u5199\u63d0\u793a\u8bcd\u8f7b\u677e\u5730\u5b8c\u6210\u590d\u6742\u7684\u751f\u7269\u56fe\u50cf\u5206\u6790\u4efb\u52a1\u3002Lo\u00efc Royer\u4ecb\u7ecd\u4e86Omega\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5bf9\u8bdd\u667a\u80fd\u4f53[22]\uff0c\u53ef\u4ee5\u8f85\u52a9\u4ece\u8bbe\u8ba1\u5b9e\u9a8c\u5230\u5b9e\u65bd\u751f\u7269\u56fe\u50cf\u5206\u6790\u6574\u4e2a\u8fc7\u7a0b\u3002\u8fd9\u4e9b\u5de5\u5177\u65e0\u7591\u5c06\u5e2e\u52a9\u5177\u6709\u4e0d\u540c\u4e13\u4e1a\u77e5\u8bc6\u7684\u56fe\u50cf\u5206\u6790\u5e08\u65b9\u4fbf\u5feb\u6377\u5730\u5b8c\u6210\u4efb\u52a1\u3002<\/span><\/p>\n


    <\/p>\n


    <\/p>\n

    AI\u5e94\u7528\u5728\u5efa\u6a21\u590d\u6742\u751f\u7269\u7cfb\u7edf\u7684\u7ecf\u5178\u4f8b\u5b50<\/strong>
    <\/p>\n


    <\/p>\n

    AI\u53ef\u4ee5\u5728\u7814\u7a76\u590d\u6742\u751f\u7269\u7cfb\u7edf\u9886\u57df\u5927\u5c55\u8eab\u624b\uff0c\u4e00\u4e2a\u6700\u663e\u8457\u7684\u4f8b\u5b50\u662f\u5927\u8111\u7684\u8fde\u63a5\u7ec4\u91cd\u5efa\u3002<\/strong>\u65e0\u8bba\u662f\u6765\u81ea\u679c\u8747\u3001\u5c0f\u9f20\u8fd8\u662f\u4eba\u7c7b\u7684\u6570\u636e\uff0c\u91cd\u5efa\u5927\u8111\u90fd\u9700\u8981\u5728\u5927\u89c4\u6a21\u7535\u5b50\u663e\u5fae\u955c\u6570\u636e\u96c6\u4e2d\u8be6\u7ec6\u51c6\u786e\u5730\u5206\u5272\u795e\u7ecf\u5143\u53ca\u5176\u7a81\u8d77\u3002\u5728\u4ed6\u4eec\u7684\u8bc4\u8bba\u4e2d\uff0cMicha\u0142 Januszewski\u548cViren Jain\u8ba8\u8bba\u4e86\u57fa\u7840\u6a21\u578b\u5728\u89e3\u51b3\u4e0e\u8fde\u63a5\u7ec4\u5b66\u76f8\u5173\u7684\u8ba1\u7b97\u6311\u6218<\/strong>\u65b9\u9762\u7684\u6f5c\u529b[23]\u3002<\/span><\/p>\n


    <\/p>\n

    \u53e6\u4e00\u4e2a\u503c\u5f97\u6ce8\u610f\u7684\u4f8b\u5b50\u662f\uff0c\u5982\u4f55\u89e3\u6790\u514d\u75ab\u7cfb\u7edf\u7684\u590d\u6742\u6027\u548c\u5f02\u8d28\u6027<\/strong>\u3002AI\u7684\u6700\u65b0\u8fdb\u5c55\u53ef\u80fd\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u7406\u89e3\u4eba\u7c7b\u514d\u75ab\u7cfb\u7edf\u7684\u5c40\u9650\u6027\u3002\u5728\u4ed6\u4eec\u7684\u8bc4\u8bba\u4e2d\uff0cEloise Berson\u3001Thomas Montine\u3001Nima Aghaeepour\u548c\u56e2\u961f\u6210\u5458\u8ba8\u8bba\u4e86AI\u65b9\u6cd5\u5728\u63a8\u8fdb\u514d\u75ab\u5b66\u7814\u7a76\u4ee5\u53ca\u63a2\u7d22\u8fd9\u4e2a\u9886\u57df\u5c1a\u672a\u89e3\u51b3\u7684\u6311\u6218\u65b9\u9762\u8d77\u5230\u7684\u4f5c\u7528[24]<\/strong>\u3002\u5728\u764c\u75c7\u7814\u7a76\u4e2d\uff0cElham Azizi\u548c\u4ed6\u7684\u540c\u4e8b\u4eec\u8ba8\u8bba\u4e86AI\u5728\u4fc3\u8fdb\u65b0\u53d1\u73b0\u65b9\u9762\u7684\u4f5c\u7528\u3002\u65b0\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6709\u671b\u89e3\u51b3\u5173\u952e\u95ee\u9898\uff0c\u5982\u6574\u5408\u5177\u6709\u5f02\u8d28\u6027\u7684\u6570\u636e\u3001\u91cf\u5316\u548c\u5efa\u6a21\u7ec6\u80de\uff0c\u4ee5\u53ca\u5728\u80bf\u7624\u53d1\u751f\u3001\u8f6c\u79fb\u548c\u5931\u8c03\u7684\u80cc\u666f\u4e0b\u8bc6\u522b\u56e0\u679c\u8c03\u63a7\u7f51\u7edc[25]\u3002<\/span><\/p>\n


    <\/p>\n

    <\/p>\n

    \u4eba\u5de5\u667a\u80fd\u5e94\u7528\u5728\u514d\u75ab\u5b66\u7814\u7a76\u53d1\u5c55\u65f6\u95f4\u7ebf<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02351-1<\/span><\/section>\n


    <\/p>\n


    <\/p>\n

    \u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u7684\u7ecf\u5178\u95ee\u9898\uff08\u5982\u6570\u636e\u6cc4\u9732\u95ee\u9898\u3001\u4f26\u7406\u95ee\u9898\u3001\u53ef\u89e3\u91ca\u6027\u95ee\u9898\u7b49\uff09<\/strong><\/span><\/p>\n


    <\/p>\n

    \u5c3d\u7ba1\u57fa\u4e8eAI\u7684\u65b9\u6cd5\u5728\u751f\u7269\u5b66\u4e2d\u53d6\u5f97\u4e86\u503c\u5f97\u79f0\u8d5e\u7684\u6210\u5c31\uff0c\u4f46\u6311\u6218\u4f9d\u7136\u5b58\u5728\uff0c\u5176\u4e2d\u4e00\u4e9b\u662f\u7279\u5b9a\u9886\u57df\u7684\uff0c\u53e6\u4e00\u4e9b\u662f\u666e\u904d\u7684\u3002<\/span><\/p>\n


    <\/p>\n

    \u751f\u7269\u6570\u636e\u901a\u5e38\u5608\u6742\u4e14\u6709\u504f\u89c1\uff0c\u5e76\u4e14\u5728\u8d28\u91cf\u548c\u6570\u91cf\u4e0a\u5177\u6709\u9ad8\u6c34\u5e73\u7684\u5f02\u8d28\u6027<\/strong>\u3002\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u5f88\u96be\u77e5\u9053\u771f\u76f8\uff0c\u5373\u4f7f\u662f\u624b\u52a8\u6ce8\u91ca\u4e5f\u4e0d\u662f\u65e0\u8bef\u7684\u3002\u6b63\u5982David Blumenthal\u3001Dominik Grimm\u3001Olga Kalinina\u3001Markus List\u548c\u540c\u4e8b\u4eec\u7684\u89c2\u70b9\u6587\u7ae0\u6307\u51fa\uff0c\u8fd9\u4e9b\u6311\u6218\u53ef\u80fd\u4f1a\u9650\u5236AI\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u6cdb\u5316\u80fd\u529b<\/strong>\u3002\u6b64\u5916\uff0c\u751f\u7269\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u590d\u6742\u4f9d\u8d56\u5173\u7cfb\u4e5f\u53ef\u80fd\u5bfc\u81f4\u6570\u636e\u6cc4\u9732\uff0c\u8be5\u6587\u7ae0\u8fd8\u8ba8\u8bba\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e2d\u8fd9\u79cd\u6cc4\u9732\u7684\u6765\u6e90\u3002\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u4e00\u4e9b\u6ce8\u610f\u70b9\uff0c\u53ef\u4ee5\u5e2e\u52a9\u8bc6\u522b\u6a21\u578b\u662f\u5426\u51fa\u73b0\u4e86\u6570\u636e\u6cc4\u9732\uff0c\u5e76\u907f\u514d\u7531\u6570\u636e\u6cc4\u9732\u5bfc\u81f4\u7684\u95ee\u9898[26]<\/strong>\u3002<\/span><\/p>\n


    <\/p>\n

    AI for Biology\u4e0d\u4ec5\u662f\u4f7f\u7528\u751f\u7269\u5b66\u6570\u636e\u5b8c\u6210\u5206\u7c7b\u6216\u9884\u6d4b\u4efb\u52a1\uff0c\u66f4\u91cd\u8981\u7684\uff0c\u751f\u7269\u5b66\u5bb6\u6e34\u671b\u4f7f\u7528AI\u4ece\u4ed6\u4eec\u7684\u6570\u636e\u4e2d\u5b66\u4e60\u751f\u7269\u5b66\u77e5\u8bc6\uff0c\u5e76\u6307\u5bfc\u4ed6\u4eec\u8bbe\u8ba1\u65b0\u7684\u5b9e\u9a8c\u548c\u8f6c\u5316\u7b56\u7565\u3002\u56e0\u6b64\uff0c\u8bb8\u591a\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u7684\u9ed1\u7bb1\u5c5e\u6027\u7ecf\u5e38\u6210\u4e3a\u4e00\u4e2a\u4e3b\u8981\u969c\u788d\uff0c\u8fd9\u4f7f\u5f97\u53ef\u89e3\u91ca\u7684\u673a\u5668\u5b66\u4e60\u6210\u4e3a\u4e00\u4e2a\u6709\u5438\u5f15\u529b\u7684\u66ff\u4ee3\u65b9\u6848\u3002\u5728\u4ed6\u4eec\u7684\u89c2\u70b9\u4e2d\uff0cAmeet Talwalkar\u3001Jian Ma\u548c\u540c\u4e8b\u4eec\u56de\u987e\u4e86\u4f7f\u7528\u53ef\u89e3\u91ca\u673a\u5668\u5b66\u4e60\u7684\u65b9\u6cd5\u548c\u5efa\u8bae\uff0c\u4ee5\u53ca\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u65f6\u4ee3\u65b0\u53d1\u5c55\u7684\u673a\u9047\u548c\u9677\u9631[27]<\/strong>\u3002\u5728\u53e6\u4e00\u7bc7\u8bc4\u8bba\u4e2d\uff0cOded Rotem\u548cAssaf Zaritsky\u8ba8\u8bba\u4e86\u5728\u751f\u7269\u6210\u50cf\u4e2d\u53ef\u89e3\u91ca\u548c\u53ef\u89e3\u91caAI\u7684\u91cd\u8981\u6027<\/strong>\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u7406\u89e3\u9ed1\u7bb1\u6765\u5f15\u5bfc\u56fe\u50cf\u5206\u6790\u4e2d\u7684\u65b0\u751f\u7269\u5b66\u53d1\u73b0[28]\u3002<\/span><\/p>\n


    <\/p>\n

    <\/p>\n

    \u751f\u7269\u5b66\u80cc\u666f\u4e0b\u53ef\u89e3\u91ca\u673a\u5668\u5b66\u4e60\u7684\u4e09\u4e2a\u5e38\u89c1\u9677\u9631<\/span><\/section>\n
    https:\/\/www.nature.com\/articles\/s41592-024-02359-7<\/span><\/section>\n


    <\/p>\n

    \u503c\u5f97\u5e86\u5e78\u7684\u662f\uff0c\u4e0eAI\u6f5c\u5728\u5371\u5bb3\u76f8\u5173\u7684\u4f26\u7406\u65b9\u9762\u95ee\u9898\u6b63\u5728\u5f97\u5230\u8d8a\u6765\u8d8a\u591a\u5173\u6ce8\u548c\u91cd\u89c6\u3002<\/strong>\u5728\u8bc4\u8bba\u4e2d\uff0c\u4f26\u7406\u5b66\u5bb6Carina Prunkl\u8ba8\u8bba\u4e86\u4f7f\u7528AI\u8fdb\u884c\u79d1\u5b66\u7814\u7a76\u7684\u4f26\u7406\u542b\u4e49\uff0c\u5e76\u5f3a\u8c03\u5173\u952e\u7684\u98ce\u9669\u7f13\u89e3\u7b56\u7565\u5c06\u53d6\u51b3\u4e8e\u662f\u5426\u80fd\u591f\u5b8c\u6210\u6709\u6548\u7684\u6559\u80b2\u548c\u9ad8\u6548\u7684\u7ba1\u5236[29]\u3002\u5229\u7528AI\u8fdb\u884c\u81ea\u6211\u6559\u80b2\u8fd9\u4e00\u9700\u6c42\u786e\u5b9e\u53d8\u5f97\u65e5\u76ca\u6e05\u6670\u3002\u7f8e\u56fd\u56fd\u5bb6\u79d1\u5b66\u57fa\u91d1\u4f1a\u4e3b\u4efbSethuraman Panchanathan\u5c06\u5229\u7528AI\u8fdb\u884c\u6559\u80b2\u89c6\u4e3a\u7d20\u517b\uff0c\u6b63\u5982\u4ed6\u5728\u672c\u6708\u7684\u6280\u672f\u7279\u8f91<\/span>\uff08Technology Feature\uff09<\/span>\u201c\u8ffd\u6c42AI\u7d20\u517b\u201d\u4e2d\u4e0eVivien Marx\u5206\u4eab\u7684\u4e00\u6837\uff0c\u79d1\u5b66\u5bb6\u4eec\u6b63\u5728\u5bfb\u6c42\u66f4\u597d\u7684\u57f9\u8bad\u548c\u6559\u80b2\u673a\u4f1a\uff0c\u4ee5\u4fbf\u5728\u4f7f\u7528\u548c\u6784\u5efaAI\u5de5\u5177\u7684\u8fc7\u7a0b\u4e2d\u63d0\u5347\u7d20\u517b\u3002<\/strong>\u6211\u4eec\u6b22\u8fce\u6574\u4e2a\u7814\u7a76\u793e\u533a\u5c31\u8fd9\u4e9b\u91cd\u8981\u8bdd\u9898\u8fdb\u884c\u66f4\u591a\u7684\u8ba8\u8bba\u548c\u91c7\u53d6\u884c\u52a8[30]\u3002<\/span><\/p>\n


    <\/p>\n

    \u4f5c\u4e3a\u7f16\u8f91\uff0c\u6211\u4eec\u6b63\u5728\u79ef\u6781\u63a2\u7d22\u5982\u4f55\u6301\u7eed\u6539\u8fdb\uff0c\u4ee5\u53d1\u8868\u66f4\u591a\u9ad8\u8d28\u91cf\u57fa\u4e8eAI\u7684\u65b9\u6cd5\u8bba\u6587\u3002\u6211\u4eec\u5df2\u7ecf\u53d1\u5e03\u4e86\u7531\u793e\u533a\u5f00\u53d1\u7684\u673a\u5668\u5b66\u4e60\u62a5\u544a\u6307\u5357\uff0c\u5e76\u5236\u5b9a\u4e86\u8be6\u7ec6\u7684\u653f\u7b56\uff0c\u901a\u8fc7\u8981\u6c42\u5171\u4eab\u6570\u636e\u6a21\u578b\u548c\u4ee3\u7801\uff0c\u4ece\u800c\u5b9e\u73b0\u5168\u8fc7\u7a0b\u900f\u660e\u548c\u7ed3\u679c\u53ef\u590d\u73b0\u3002\u968f\u7740AI\u4e0e\u751f\u7269\u5b66\u4e4b\u95f4\u66f4\u7d27\u5bc6\u7684\u4ea4\u53c9\u5408\u4f5c\uff0c\u6211\u4eec\u76f8\u4fe1\u4e0d\u4e45\u5c06\u518d\u6b21\u56de\u5230\u8fd9\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u8bdd\u9898\u3002<\/span><\/p>\n


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    \u53c2\u8003\u6587\u732e<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n

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      \n
    1. \n

      Simon, E. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02354-y (2024).<\/p>\n<\/li>\n

    2. \n

      Szalata, A. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02353-z (2024).<\/p>\n<\/li>\n

    3. \n

      Cui, H. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02201-0 (2024).<\/p>\n<\/li>\n

    4. \n

      Hao, M. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02305-7 (2024).<\/p>\n<\/li>\n

    5. \n

      Hou, W. & Ji, Z. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02235-4 (2024).<\/p>\n<\/li>\n

    6. \n

      Lotfollahi, M. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02367-7 (2024).<\/p>\n<\/li>\n

    7. \n

      Rosen, Y. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02191-z (2024).<\/p>\n<\/li>\n

    8. \n

      Carilli, M., Gorin, G., Choi, Y., Chari, T. & Pachter, L. Nat.Methods https:\/\/doi.org\/10.1038\/s41592-024-02365-9(2024).<\/p>\n<\/li>\n

    9. \n

      Sasse, A. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02331-5 (2024).<\/p>\n<\/li>\n

    10. \n

      Tian, T., Zhang, J., Lin, X., Wei, Z. & Hakonarson, H. Nat.Methods https:\/\/doi.org\/10.1038\/s41592-024-02257-y(2024).<\/p>\n<\/li>\n

    11. \n

      Coleman, K. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02363-x (2024).<\/p>\n<\/li>\n

    12. \n

      Baek, M. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02350-2 (2024).<\/p>\n<\/li>\n

    13. \n

      Ahdritz, G. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02272-z (2024).<\/p>\n<\/li>\n

    14. \n

      Powell, B. M. & Davis, J. H. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02210-z (2024).<\/p>\n<\/li>\n

    15. \n

      Rangan, R. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02340-4 (2024).<\/p>\n<\/li>\n

    16. \n

      Abudayyeh, O. O. & Gootenberg, J. S. Nat. Methodshttps:\/\/doi.org\/10.1038\/s41592-024-02338-y (2024).<\/p>\n<\/li>\n

    17. \n

      Gyori, B. M. & Vitek, O. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02324-4 (2024).<\/p>\n<\/li>\n

    18. \n

      Li, M. M. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02341-3 (2024).<\/p>\n<\/li>\n

    19. \n

      Zhang, S. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02334-2 (2024).<\/p>\n<\/li>\n

    20. \n

      Ma, C., Tan, W., He, R. & Yan, B. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02244-3 (2024).<\/p>\n<\/li>\n

    21. \n

      Lei, W. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02370-y (2024).<\/p>\n<\/li>\n

    22. \n

      Royer, L. A. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02310-w (2024).<\/p>\n<\/li>\n

    23. \n

      Januszewski, M. & Jain, V. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02336-0 (2024).<\/p>\n<\/li>\n

    24. \n

      Berson, E. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02351-1 (2024).<\/p>\n<\/li>\n

    25. \n

      Fan, J. L. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02364-w (2024).<\/p>\n<\/li>\n

    26. \n

      Bernett, J. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02362-y (2024).<\/p>\n<\/li>\n

    27. \n

      Chen, V. et al. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02359-7 (2024).<\/p>\n<\/li>\n

    28. \n

      Rotem, O. & Zaritsky, A. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02322-6 (2024).<\/p>\n<\/li>\n

    29. \n

      Prunkl, C. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02332-4 (2024).<\/p>\n<\/li>\n

    30. \n

      Marx, V. Nat. Methods https:\/\/doi.org\/10.1038\/s41592-024-02369-5 (2024).<\/p>\n<\/li>\n<\/ol>\n

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      \n

      \u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\uff1a<\/strong><\/p>\n

      AI + Science\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

      \n


      <\/p>\n<\/section>\n

      \u751f\u7269\u533b\u5b66\u662f\u4e00\u4e2a\u590d\u6742\u4e14\u5bcc\u6709\u6311\u6218\u6027\u7684\u9886\u57df\uff0c\u6d89\u53ca\u5230\u5927\u91cf\u7684\u6570\u636e\u5904\u7406\u3001\u6a21\u5f0f\u8bc6\u522b\u3001\u7406\u8bba\u6a21\u578b\u5efa\u6784\u548c\u5b9e\u9a8c\u9a8c\u8bc1\u7b49\u95ee\u9898\u3002AI\u57fa\u7840\u6a21\u578b\u7684\u5f15\u5165\uff0c\u4f7f\u5f97\u6211\u4eec\u80fd\u591f\u4ece\u524d\u6240\u672a\u6709\u7684\u89d2\u5ea6\u53bb\u89c2\u5bdf\u548c\u7406\u89e3\u8fd9\u4e2a\u9886\u57df\u7684\u95ee\u9898\uff0c\u52a0\u901f\u79d1\u5b66\u7814\u7a76\u7684\u6b65\u4f10\uff0c\u63d0\u9ad8\u533b\u7597\u670d\u52a1\u7684\u6548\u7387\u548c\u6548\u679c\u3002\u8fd9\u79cd\u4ea4\u53c9\u9886\u57df\u7684\u5408\u4f5c\uff0c\u6807\u5fd7\u7740\u6211\u4eec\u6b63\u5728\u5411\u79d1\u6280\u4e0e\u751f\u7269\u533b\u5b66\u6df1\u5ea6\u878d\u5408\u7684\u65b0\u65f6\u4ee3\u8fc8\u8fdb\uff0c\u5bf9\u4e8e\u63a8\u52a8\u79d1\u5b66\u7814\u7a76\u3001\u4f18\u5316\u533b\u7597\u670d\u52a1\u3001\u4fc3\u8fdb\u4eba\u7c7b\u5065\u5eb7\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\u3002<\/span><\/section>\n

      <\/section>\n
      \u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u52a9\u7406\u6559\u6388\u5434\u6cf0\u9716\u3001\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u738b\u701a\u5bb8\u3001\u535a\u58eb\u7814\u7a76\u751f\u9ec4\u67ef\u946b\u3001\u9ec4\u5029\uff0c\u534e\u76db\u987f\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u5c60\u946b\u660e\uff0c\u5171\u540c\u53d1\u8d77\u4ee5\u201c\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\uff0c<\/span><\/span>\u63a2\u8ba8\u57fa\u7840\u6a21\u578b\u5728\u751f\u7269\u533b\u5b66\u7b49\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528\u3001\u5f71\u54cd\u548c\u5c55\u671b\u3002<\/span><\/span><\/span>\u8bfb\u4e66\u4f1a\u5df2\u5b8c\u7ed3\uff0c\u73b0\u5728\u62a5\u540d\u53ef\u52a0\u5165\u793e\u7fa4\u5e76\u89e3\u9501<\/span>\u56de\u653e<\/span>\u89c6\u9891\u6743\u9650\u3002<\/span><\/span><\/section>\n

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

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

      \u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/p>\n

      \u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\uff1aAI + Science\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/p>\n


      <\/p>\n


      <\/p>\n

      \n
      \n
      \n
      \n

      \u751f\u547d\u590d\u6742\u6027\u8bfb\u4e66\u4f1a\uff1a<\/strong><\/p>\n

      \u751f\u547d\u590d\u6742\u7cfb\u7edf\u7684\u6784\u6210\u539f\u7406<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n


      <\/section>\n

      \u5728\u751f\u7269\u5b66\u4e2d\u5fc3\u6cd5\u5219\u7684\u8d77\u70b9\uff0c\u57fa\u56e0\u4f5c\u4e3a\u751f\u547d\u590d\u6742\u7cfb\u7edf\u7684\u9057\u4f20\u4fe1\u606f\u8f7d\u4f53\uff0c\u5728\u751f\u547d\u5468\u671f\u5185\u7a33\u5b9a\u5b58\u5728\uff1b\u800c\u4f4d\u4e8e\u4e2d\u5fc3\u6cd5\u5219\u672b\u7aef\u7684\u86cb\u767d\u8d28\uff0c\u5176\u7ec4\u7ec7\u6784\u6210\u548c\u65f6\u7a7a\u53d8\u5316\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u5f0f\u589e\u957f\u3002\u968f\u7740\u5206\u5b50\u751f\u7269\u5b66\u6570\u5341\u5e74\u6765\u7684\u7a81\u98de\u731b\u8fdb\uff0c\u5c24\u5176\u662f\u751f\u547d\u7ec4\u5b66\uff08\u57fa\u56e0\u7ec4\u5b66\u3001\u8f6c\u5f55\u7ec4\u5b66\u3001\u86cb\u767d\u8d28\u7ec4\u5b66\u548c\u4ee3\u8c22\u7ec4\u5b66\u7b49\u7684\u96c6\u5408\uff09\u7b49\u9886\u57df\u7684\u65e5\u65b0\u6708\u5f02\uff0c\u5f53\u4ee3\u751f\u547d\u79d1\u5b66\u4e34\u8fd1\u7206\u53d1\u7684\u8fb9\u7f18\u3002\u5982\u6b64\u6d77\u91cf\u7684\u6570\u636e\u5982\u4f55\u5e2e\u52a9\u6211\u4eec\u63ed\u793a\u5b87\u5b99\u4e2d\u6700\u590d\u6742\u7684\u7269\u8d28\u7cfb\u7edf\u2014\u2014\u201c\u4eba\u4f53\u201d\u7684\u6784\u6210\u539f\u7406\u548c\u8bbe\u8ba1\u539f\u7406\uff1f\u9610\u91ca\u4eba\u7c7b\u53d1\u80b2\u3001\u8870\u8001\u548c\u91cd\u5927\u75be\u75c5\u7684\u53d1\u751f\u673a\u5236\uff1f<\/span><\/p>\n

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

      \u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u7406\u5b66\u9662\u53ca\u4ea4\u53c9\u79d1\u5b66\u4e2d\u5fc3\u8bb2\u5e2d\u6559\u6388\u6c64\u96f7\u7ff0\uff0c\u56fd\u5bb6\u86cb\u767d\u8d28\u79d1\u5b66\u4e2d\u5fc3\uff08\u5317\u4eac\uff09\u526f\u7814\u7a76\u5458\u5e38\u4e58\u3001\u674e\u6768\uff0c\u9999\u6e2f\u6d78\u4f1a\u5927\u5b66\u52a9\u7406\u6559\u6388\u5510\u4e7e\u5143\uff0c\u5317\u4eac\u5927\u5b66\u524d\u6cbf\u4ea4\u53c9\u5b66\u79d1\u7814\u7a76\u9662\u7814\u7a76\u5458\u6797\u4e00\u701a\uff0c\u4e2d\u56fd\u79d1\u5b66\u9662\u5206\u5b50\u7ec6\u80de\u79d1\u5b66\u5353\u8d8a\u521b\u65b0\u4e2d\u5fc3\u535a\u58eb\u540e\u5510\u8bd7\u5a55\uff0c\u5171\u540c\u53d1\u8d77\u300c\u751f\u547d\u590d\u6742\u6027\uff1a\u751f\u547d\u590d\u6742\u7cfb\u7edf\u7684\u6784\u6210\u539f\u7406<\/a>\u300d\u8bfb\u4e66\u4f1a\uff0c\u4ece\u5fae\u89c2\u7ec6\u80de\u5c3a\u5ea6\u3001\u4ecb\u89c2\u7ec4\u7ec7\u5668\u5b98\u5c3a\u5ea6\u5230\u5b8f\u89c2\u4eba\u4f53\u5c3a\u5ea6\uff0c\u68b3\u7406\u751f\u547d\u79d1\u5b66\u9886\u57df\u4e2d\u7684\u91cd\u8981\u95ee\u9898\u53ca\u91cd\u8981\u6570\u636e\uff0c\u7531\u751f\u7269\u5b66\u5bb6\u63d0\u95ee\uff0c\u5e0c\u671b\u4fc3\u8fdb\u7edf\u8ba1\u7269\u7406\u3001\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u7814\u7a76\u8005\u548c\u751f\u547d\u79d1\u5b66\u7814\u7a76\u8005\u4e4b\u95f4\u7684\u6df1\u5ea6\u4ea4\u6d41\uff0c\u5efa\u7acb\u8de8\u5b66\u79d1\u5408\u4f5c\u5173\u7cfb\uff0c\u6fc0\u53d1\u65b0\u7684\u7814\u7a76\u601d\u8def\u548c\u5408\u4f5c\u9879\u76ee\u3002\u8bfb\u4e66\u4f1a\u4ece2024\u5e748\u67086\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u4e8c\u665a19:00-21:00\u8fdb\u884c\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba110-12\u5468\u3002\u6b22\u8fce\u5bf9\u8fd9\u4e2a\u751f\u547d\u79d1\u5b66\u3001\u7269\u7406\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u3001\u590d\u6742\u7cfb\u7edf\u79d1\u5b66\u6df1\u5ea6\u4ea4\u53c9\u7684\u524d\u6cbf\u9886\u57df\u611f\u5174\u8da3\u7684\u670b\u53cb\u52a0\u5165\uff01<\/span><\/p>\n


      <\/p>\n

      <\/span><\/a><\/span><\/strong><\/span><\/section>\n
      <\/span><\/section>\n
      \u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/section>\n
      \u751f\u547d\u590d\u6742\u6027\u8bfb\u4e66\u4f1a\uff1a\u4ece\u5fae\u89c2\u5230\u5b8f\u89c2\uff0c\u591a\u5c3a\u5ea6\u89c6\u89d2\u63a2\u7d22\u751f\u547d\u590d\u6742\u7cfb\u7edf\u7684\u6784\u6210\u539f\u7406<\/a><\/section>\n

      <\/section>\n

      <\/section>\n
      \u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/section>\n
      1. <\/strong>\u65af\u5766\u798f\u5927\u5b66\u6559\u6388 Jure Leskovec\uff1a\u57fa\u7840\u6a21\u578b\u5728\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u5e94\u7528\u6f5c\u529b\uff5c\u96c6\u667a\u4ff1\u4e50\u90e820\u5468\u5e74\u5e74\u4f1a\u56de\u987e<\/a><\/strong><\/span><\/strong><\/section>\n
      2. <\/strong>Yoshua Bengio\u9886\u8854\u8de8\u5b66\u79d1\u56e2\u961f\uff0cNature\u520a\u6587\u7efc\u8ff0\u4eba\u5de5\u667a\u80fd\u65f6\u4ee3\u7684\u79d1\u5b66\u53d1\u73b0<\/strong><\/a><\/section>\n
      3. <\/strong>\u6574\u5408\u751f\u547d\u7ec4\u5b66\u6570\u636e\uff0c\u63ed\u793a\u751f\u547d\u590d\u6742\u7cfb\u7edf\u6784\u6210\u539f\u7406<\/a><\/strong><\/span><\/strong><\/section>\n
      4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
      <\/strong>5.<\/strong> \u9f99\u5e74\u5927\u8fd0\u8d77\uff0c\u5b66\u4e60\u6b63\u5f53\u65f6\uff01\u89e3\u9501\u96c6\u667a\u5168\u7ad9\u5185\u5bb9\uff0c\u5f00\u542f\u65b0\u5e74\u5b66\u4e60\u8ba1\u5212<\/a><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n

      6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/p>\n


      <\/p>\n


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

      \u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/section>\n

      <\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

      \u5bfc\u8bed 2024\u5e748\u6708\uff0c\u56fd\u9645\u9876\u5c16\u8457\u540d\u6742\u5fd7 Nature Methods \u53d1\u8868\u7279\u520a\uff08Special issue\uff09\uff0c\u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\u5982\u4f55\u5728\u751f\u7269\u5b66\u4e2d\u5e7f\u6cdb\u4f7f\u7528\u5e76\u4e3a\u751f\u7269\u5b66\u5bb6\u5e26\u6765\u5de8\u5927\u5e2e\u52a9\u3002\u7279\u520a\u901a\u8fc7\u8bc4\u8bba\u6587\u7ae0\uff08Comment\uff09\u3001\u89c2\u70b9\u7efc\u8ff0\u6587\u7ae0\uff08Perspective\uff09\u3001\u539f\u521b\u7814\u7a76\u6587\u7ae0\uff08Research Articl…<\/p>\n","protected":false},"author":0,"featured_media":52083,"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\/52109"}],"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=52109"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/52109\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/52083"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=52109"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=52109"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=52109"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=52109"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}