{"id":36008,"date":"2025-01-04T10:00:13","date_gmt":"2025-01-04T02:00:13","guid":{"rendered":"https:\/\/17aitech.com\/?p=36008"},"modified":"2025-01-04T10:00:13","modified_gmt":"2025-01-04T02:00:13","slug":"nature%e5%ad%90%e5%88%8a%ef%bc%8c%e5%9f%ba%e4%ba%8e%e9%87%8f%e5%ad%90%e5%ae%9e%e9%aa%8c%e6%95%b0%e6%8d%ae%e8%bf%9b%e8%a1%8c%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%ef%bc%8c%e7%94%a8%e4%ba%8e%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36008","title":{"rendered":"Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-10-2\" target=\"_blank\">Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png\"><\/a><\/p>\n<p>\u7f16\u8f91 | \u841d\u535c\u76ae<\/p>\n<p>\u91cf\u5b50\u786c\u4ef6\u5b9e\u73b0\u65b9\u9762\u7684\u8fdb\u6b65\u4f7f\u5f97\u4eba\u4eec\u80fd\u591f\u83b7\u53d6\u4f20\u7edf\u8ba1\u7b97\u673a\u65e0\u6cd5\u6a21\u62df\u7684\u6570\u636e\u3002\u5c06\u4f20\u7edf\u673a\u5668\u5b66\u4e60 (ML) \u7b97\u6cd5\u4e0e\u8fd9\u4e9b\u6570\u636e\u76f8\u7ed3\u5408\uff0c\u6709\u671b\u63ed\u793a\u9690\u85cf\u7684\u6a21\u5f0f\u3002<\/p>\n<p>\u4e0e\u4ec5\u4f7f\u7528\u4f20\u7edf\u8ba1\u7b97\u673a\u76f8\u6bd4\uff0c\u8fd9\u79cd\u6df7\u5408\u65b9\u6cd5\u6269\u5c55\u4e86\u53ef\u6709\u6548\u89e3\u51b3\u7684\u95ee\u9898\u7c7b\u522b\uff0c\u4f46\u7531\u4e8e\u5f53\u524d\u91cf\u5b50\u8ba1\u7b97\u673a\u4e2d\u566a\u58f0\u7684\u666e\u904d\u5b58\u5728\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4ec5\u80fd\u7528\u4e8e\u89e3\u51b3\u53d7\u9650\u95ee\u9898\u3002<\/p>\n<p>\u97e9\u56fd\u9996\u5c14\u5927\u5b66\uff08Seoul National University\uff09\u7684\u7814\u7a76\u4eba\u5458\u6269\u5c55\u4e86\u6df7\u5408\u65b9\u6cd5\u7684\u9002\u7528\u6027\uff0c\u7528\u4e8e\u89e3\u51b3\u591a\u4f53\u7269\u7406\u5b66\u4e2d\u7684\u6311\u6218\uff0c\u4f8b\u5982\u9884\u6d4b\u7ed9\u5b9a\u54c8\u5bc6\u987f\u91cf\u7684\u57fa\u6001\u6027\u8d28\u4ee5\u53ca\u5bf9\u91cf\u5b50\u76f8\u8fdb\u884c\u5206\u7c7b\u3002<\/p>\n<p>\u901a\u8fc7\u5728\u5177\u6709 127 \u4e2a\u91cf\u5b50\u6bd4\u7279\u7684\u8d85\u5bfc\u91cf\u5b50\u786c\u4ef6\u4e0a\u8fdb\u884c\u5404\u79cd\u51cf\u5c11\u8bef\u5dee\u7684\u7a0b\u5e8f\u5b9e\u9a8c\uff0c\u7814\u7a76\u4eba\u5458\u8bbe\u6cd5\u4ece\u91cf\u5b50\u8ba1\u7b97\u673a\u4e2d\u83b7\u53d6\u4e86\u7cbe\u786e\u7684\u6570\u636e\u3002<\/p>\n<p>\u8fd9\u4f7f\u7814\u7a76\u4eba\u5458\u80fd\u591f\u8bc1\u660e\u7406\u8bba\u4e0a\u5efa\u8bae\u7684\u7ecf\u5178 ML \u7b97\u6cd5\uff0c\u53ef\u4ee5\u5728\u591a\u8fbe 44 \u4e2a\u91cf\u5b50\u6bd4\u7279\u7684\u7cfb\u7edf\u4e2d\u4f7f\u7528\u3002\u8be5\u7ed3\u679c\u9a8c\u8bc1\u4e86\u7ecf\u5178 ML \u7b97\u6cd5\u5728\u5904\u7406\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u65b9\u9762\u7684\u53ef\u6269\u5c55\u6027\u548c\u6709\u6548\u6027\u3002<\/p>\n<p>\u8be5\u7814\u7a76\u4ee5\u300c<em>Machine learning on quantum experimental data toward solving quantum many-body problems<\/em>\u300d\u4e3a\u9898\uff0c\u4e8e 2024 \u5e74 8 \u6708 30 \u65e5\u53d1\u5e03\u5728\u300a<em>Nature Communications<\/em>\u300b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-31963888a50d83dd9c538870510afdca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-31963888a50d83dd9c538870510afdca.png\"><\/a><\/p>\n<p>\u968f\u7740\u4fe1\u606f\u5b58\u50a8\u548c\u5904\u7406\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u673a\u5668\u5b66\u4e60\u5728\u751f\u7269\u5b66\u3001\u5316\u5b66\u548c\u7269\u7406\u5b66\u9886\u57df\u7684\u5e94\u7528\u53d7\u5230\u4e86\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5c24\u5176\u662f\u5728\u591a\u4f53\u7269\u7406\u5b66\u4e2d\u3002\u7136\u800c\uff0c\u7ecf\u5178\u7b97\u6cd5\u5728\u5904\u7406\u5f3a\u76f8\u4e92\u4f5c\u7528\u7cfb\u7edf\u65f6\u5b58\u5728\u5c40\u9650\u6027\uff0c\u800c\u91cf\u5b50\u8ba1\u7b97\u673a\u867d\u6709\u6f5c\u529b\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u4f46\u73b0\u6709\u8bbe\u5907\u4ecd\u6613\u4ea7\u751f\u8bef\u5dee\u3002<\/p>\n<p>\u4e3a\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\uff0c\u79d1\u5b66\u5bb6\u63d0\u51fa\u4e86\u5c06\u7ecf\u5178\u8ba1\u7b97\u673a\u4e0e\u91cf\u5b50\u8ba1\u7b97\u673a\u7ed3\u5408\u7684\u6df7\u5408\u65b9\u6cd5\uff0c\u5e76\u5f15\u5165\u4e86\u91cf\u5b50\u6001\u5b66\u4e60\u65b9\u6cd5\uff0c\u5982\u7ecf\u5178\u5f71\u5b50\u6280\u672f\uff08Classical Shadow\uff09\u3002\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u6709\u6548\u5229\u7528\u7ecf\u5178\u8bbe\u5907\u548c\u673a\u5668\u5b66\u4e60\u6280\u672f\uff0c\u89e3\u51b3\u90e8\u5206\u590d\u6742\u95ee\u9898\uff0c\u4f46\u91cf\u5b50\u8ba1\u7b97\u8bef\u5dee\u4ecd\u662f\u9650\u5236\u5176\u5e94\u7528\u548c\u6269\u5c55\u7684\u4e3b\u8981\u969c\u788d\u3002<\/p>\n<p><strong>\u4e00\u79cd\u6df7\u5408\u65b9\u6cd5<\/strong><\/p>\n<p>\u5728\u8fd9\u91cc\uff0c\u9996\u5c14\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u901a\u8fc7\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u6df7\u5408\u65b9\u6cd5\u5bf9\u591a\u4f53\u7269\u7406\u5b66\u4e2d\u91cd\u8981\u95ee\u9898\u7684\u9002\u7528\u6027\u3002\u5148\u524d\u7684\u7814\u7a76\u4ece\u7ecf\u5178\u8ba1\u7b97\u673a\u4e0a\u7684\u5f20\u91cf\u7f51\u7edc\u7b97\u6cd5\u4e2d\u83b7\u53d6\u4e86\u673a\u5668\u5b66\u4e60\u7684\u8bad\u7ec3\u6570\u636e\u3002\u968f\u7740\u7cfb\u7edf\u89c4\u6a21\u7684\u589e\u52a0\uff0c\u7279\u522b\u662f\u8d85\u8fc7\u4e8c\u7ef4\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u9762\u4e34\u5c40\u9650\u6027\uff0c\u51f8\u663e\u4e86\u91cf\u5b50\u8ba1\u7b97\u673a\u5728\u751f\u6210\u8bad\u7ec3\u6570\u636e\u65b9\u9762\u7684\u5b9e\u7528\u6027\u3002<\/p>\n<p>\u5b9e\u9a8c\u8868\u660e\uff0c\u91cf\u5b50\u8ba1\u7b97\u673a\u6570\u636e\u7684\u7ecf\u5178 ML \u4e0d\u4ec5\u9002\u7528\u4e8e\u4e00\u7ef4\u591a\u4f53\u7269\u7406\u95ee\u9898\uff0c\u4e5f\u9002\u7528\u4e8e\u4e8c\u7ef4\u591a\u4f53\u7269\u7406\u95ee\u9898\u3002\u5728\u5b9e\u9a8c\u4e2d\uff0c\u5148\u524d\u7684\u7814\u7a76\u4e3b\u8981\u4f7f\u7528\u7ecf\u5178\u9634\u5f71\u6765\u4f30\u8ba1\u7ed9\u5b9a\u91cf\u5b50\u6001\u7684\u53ef\u89c2\u6d4b\u91cf\u3002\u7136\u800c\uff0c\u57fa\u4e8e\u4e25\u8c28\u7684\u7b97\u6cd5\uff0c\u5e76\u5bf9\u8bad\u7ec3\u6570\u636e\u5e94\u7528\u5404\u79cd\u8bef\u5dee\u51cf\u5c11\u7a0b\u5e8f\uff0c\u8be5\u56e2\u961f\u6210\u529f\u5730\u5c06\u4ece\u91cf\u5b50\u8ba1\u7b97\u673a\u83b7\u5f97\u7684\u7ecf\u5178\u9634\u5f71\u7528\u4e8e\u673a\u5668\u5b66\u4e60\u4efb\u52a1\uff0c\u5c06\u5176\u5e94\u7528\u8303\u56f4\u6269\u5c55\u5230\u9884\u6d4b\u7ed9\u5b9a\u72b6\u6001\u7684\u7269\u7406\u53ef\u89c2\u6d4b\u91cf\u4e4b\u5916\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8c1d33d6ed2d8e4a1b2d61b80c866829.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-8c1d33d6ed2d8e4a1b2d61b80c866829.png\"><\/a><\/p>\n<p>\u56fe\u793a\uff1a\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u7684\u7ecf\u5178\u673a\u5668\u5b66\u4e60\uff08ML\uff09\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<p>\u8be5\u56e2\u961f\u5b9e\u73b0\u4e86\u7ecf\u5178\u7684 ML \u7b97\u6cd5\u6765\u89e3\u51b3\u4e0e\u57fa\u6001\u5c5e\u6027\u9884\u6d4b\u548c\u91cf\u5b50\u76f8\u5206\u7c7b\u76f8\u5173\u7684\u95ee\u9898\u3002\u8fd9\u4e9b\u95ee\u9898\u53ef\u4ee5\u5206\u522b\u88ab\u89c6\u4e3a\u4f20\u7edf ML \u4e2d\u7684\u56de\u5f52\u548c\u5206\u7c7b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-372f3abd1ed3ccf7fb0b0dc898affd90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-372f3abd1ed3ccf7fb0b0dc898affd90.png\"><\/a><\/p>\n<p>\u56fe\u793a\uff1a\u9884\u6d4b\u57fa\u6001\u7279\u6027\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<p>\u5bf9\u4e8e\u56de\u5f52\uff0c\u7531\u4e8e\u9700\u8981\u9884\u6d4b\u51c6\u786e\u7684\u503c\uff0c\u56e0\u6b64\u4f7f\u7528\u4e86\u5404\u79cd QEM\uff0c\u4ece\u800c\u5c06\u51c6\u786e\u7684 ML \u6a21\u578b\u5e94\u7528\u4e8e 12 \u91cf\u5b50\u6bd4\u7279\u7cfb\u7edf\u3002<\/p>\n<p>\u5173\u4e8e\u5206\u7c7b\u4efb\u52a1\uff0c\u7814\u7a76\u4eba\u5458\u6269\u5c55\u4e86\u4e4b\u524d\u533a\u5206\u5bf9\u79f0\u4fdd\u62a4\u62d3\u6251 (SPT) \u76f8\u7684\u5de5\u4f5c\uff0c\u5728\u66f4\u4e00\u822c\u7684\u73af\u5883\u4e2d\u6267\u884c\u5206\u7c7b\u4efb\u52a1\u5e76\u5c06\u7cfb\u7edf\u5927\u5c0f\u589e\u52a0\u5230 44 \u4e2a\u91cf\u5b50\u6bd4\u7279\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d3095bdcb1fe65d69e056b49a54f58b3.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-d3095bdcb1fe65d69e056b49a54f58b3.png\"><\/a><\/p>\n<p>\u56fe\u793a\uff1a\u533a\u5206\u62d3\u6251\u6709\u5e8f\u76f8\u548c\u5e73\u51e1\u76f8\u7684\u5b9e\u9a8c\u7ed3\u679c\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/p>\n<p>\u6b64\u5916\uff0c\u501f\u52a9\u6d4b\u91cf\u8f85\u52a9\u72b6\u6001\u51c6\u5907\u65b9\u6cd5\uff0c\u53ef\u4ee5\u751f\u6210\u5408\u9002\u7684\u8bad\u7ec3\u6570\u636e\uff0c\u7814\u7a76\u4eba\u5458\u8bc1\u660e\u4e86\u5728\u5305\u542b\u591a\u8fbe 25 \u4e2a\u91cf\u5b50\u4f4d\u7684\u7cfb\u7edf\u4e2d\u62d3\u6251\u6709\u5e8f\u76f8\u548c\u5e73\u51e1\u76f8\u4e4b\u95f4\u7684\u6210\u529f\u76f8\u5206\u7c7b\uff0c\u4ece\u800c\u8bc1\u5b9e\u4e86\u53ef\u6269\u5c55 ML \u7b97\u6cd5\u7684\u9002\u7528\u6027\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u5728 IBM \u63d0\u4f9b\u7684\u8d85\u5bfc\u91cf\u5b50\u6bd4\u7279\u8bbe\u5907\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u8bbe\u8ba1\u4e86\u5b9e\u9a8c\u6765\u63d0\u53d6 ML \u6a21\u578b\u4f7f\u7528\u7684\u6570\u636e\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u5206\u522b\u4ece\u7531 9 \u4e2a\u91cf\u5b50\u6bd4\u7279\u7ec4\u6210\u7684\u62d3\u6251\u6709\u5e8f\u76f8\u548c\u5e73\u51e1\u76f8\u4e2d\u91c7\u96c6\u4e86 10 \u4e2a\u6570\u636e\u70b9\uff0c\u5e76\u5c06\u5c40\u90e8\u968f\u673a\u5e7a\u6b63\u5e94\u7528\u4e8e\u5b9a\u70b9\u72b6\u6001\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a68a77224768715f6c66f937308329f4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-a68a77224768715f6c66f937308329f4.png\"><\/a><\/p>\n<section>\u56fe\u793a\uff1a\u4ece\u9884\u8bad\u7ec3\u7684 ML \u6a21\u578b\u4e2d\u63d0\u53d6\u76f8\u4f4d\u5206\u7c7b\u5668\u3002\uff08\u6765\u6e90\uff1a\u8bba\u6587\uff09<\/section>\n<p>\u7136\u540e\uff0c\u5728\u7279\u5f81\u56fe \u03c6(\u03c1) \u5f62\u6210\u7684\u7279\u5f81\u7a7a\u95f4\u4e0a\u4f7f\u7528 SVM\uff0c\u5c06\u8f93\u5165\u7684\u91cf\u5b50\u6001\u8f6c\u6362\u4e3a\u7531\u5b50\u7cfb\u7edf Renyi-2 \u7ea0\u7f20\u71b5\u7ec4\u6210\u7684\u5411\u91cf\u3002\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cML \u76f8\u5f53\u4e8e\u627e\u5230\u5b50\u7cfb\u7edf Renyi-2 \u7ea0\u7f20\u71b5\u7684\u6700\u4f73\u7ebf\u6027\u7ec4\u5408\u3002<\/p>\n<p>\u8bad\u7ec3\u540e\u7684 ML \u6a21\u578b\u7684\u8bc4\u4f30\u662f\u4f7f\u7528 100 \u4e2a\u6570\u636e\u96c6\u8fdb\u884c\u7684\uff08\u6bcf\u4e2a\u6570\u636e\u96c6\u7531 6000 \u4e2a\u72b6\u6001\u7ec4\u6210\uff0c\u4ee5\u4e0e\u8bad\u7ec3\u6570\u636e\u76f8\u540c\u7684\u65b9\u5f0f\u751f\u6210\uff0c\u4f46\u901a\u8fc7\u7ecf\u5178\u6a21\u62df\uff09\u3002<\/p>\n<p>\u7814\u7a76\u4eba\u5458\u89c2\u5bdf\u5230\uff0c\u4ece ML \u6a21\u578b\u4e2d\u5f97\u5230\u7684\u76f8\u4f4d\u5206\u7c7b\u5668\u6bd4\u4e4b\u524d\u4f7f\u7528\u7684 Renyi-2 TEE \u7684\u975e\u7ebf\u6027\u5e8f\u53c2\u6570\u66f4\u80fd\u6709\u6548\u5730\u533a\u5206\u91cf\u5b50\u76f8\u4f4d\u3002\u8fd9\u4e00\u7ed3\u679c\u5f52\u56e0\u4e8e\u5728\u8bad\u7ec3\u6570\u636e\u4e2d\u6545\u610f\u5f15\u5165\u8bef\u5dee\uff0c\u8fd9\u79cd\u6280\u672f\u88ab\u79f0\u4e3a\u6570\u636e\u589e\u5f3a\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u901a\u8fc7\u6bd4\u8f83\u8bad\u7ec3\u6570\u636e\u4e2d\u5177\u6709\u548c\u4e0d\u5177\u6709\u6d4b\u91cf\u8bef\u5dee\u7f13\u89e3\uff08MEM\uff09\u7684\u6a21\u578b\u7684\u9884\u6d4b\u8bef\u5dee\uff0c\u7814\u7a76\u4eba\u5458\u80fd\u591f\u786e\u8ba4\u9002\u5f53\u7684\u8bef\u5dee\u7f13\u89e3\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u63d0\u9ad8 ML \u6027\u80fd\u3002<\/p>\n<p><strong>\u5c55\u671b\u4e0e\u7ed3\u8bed<\/strong><\/p>\n<p>\u8be5\u56e2\u961f\u7684\u7ed3\u679c\u8868\u660e\uff0c\u4f7f\u7528\u7ecf\u5178 ML \u5904\u7406\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\uff0c\u5e76\u91c7\u7528\u9488\u5bf9\u7279\u5b9a\u95ee\u9898\u7684\u9519\u8bef\u51cf\u5c11\u7a0b\u5e8f\u6765\u7814\u7a76\u91cf\u5b50\u591a\u4f53\u7269\u7406\u3002<\/p>\n<p>\u4e0e\u5728\u51c6\u5907\u91cf\u5b50\u6001\u540e\u7acb\u5373\u8fdb\u884c\u6d4b\u91cf\u4e0d\u540c\uff0c\u5728\u6d4b\u91cf\u4e4b\u524d\u4fdd\u7559\u72b6\u6001\u91cd\u8981\u7279\u5f81\u7684\u538b\u7f29\u91cf\u5b50\u53d8\u6362\u53ef\u4ee5\u964d\u4f4e\u91cf\u5b50\u6001\u7684\u7ef4\u6570\uff0c\u4ece\u800c\u51cf\u5c11\u7ecf\u5178 ML \u7684\u8ba1\u7b97\u65f6\u95f4\u3002<\/p>\n<p>\u4f7f\u7528\u57fa\u4e8e\u91cf\u5b50\u7cfb\u7edf\u52a8\u6001\u6a21\u62df\u6570\u636e\u7684 ML \u7814\u7a76\u975e\u5e73\u8861\u7279\u6027\uff0c\u5c06\u662f\u8be5\u5de5\u4f5c\u4e00\u4e2a\u975e\u5e38\u6709\u5e0c\u671b\u7684\u63a8\u5e7f\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u901a\u8fc7\u5e94\u7528\u5404\u79cd\u8bef\u5dee\u7f13\u89e3\u6280\u672f\u6216\u5176\u4ed6\u9002\u5408\u7ecf\u5178\u9634\u5f71\u7684\u65b9\u6cd5\u83b7\u5f97\u7684\u5b9e\u9a8c\u6570\u636e\uff0c\u6765\u8bad\u7ec3 ML \u6a21\u578b\u4ee3\u8868\u4e86\u8fdb\u4e00\u6b65\u7814\u7a76\u7684\u4e00\u4e2a\u6709\u5e0c\u671b\u7684\u9014\u5f84\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u8ba4\u4e3a\u57fa\u4e8e\u4ed6\u4eec\u7684\u7814\u7a76\u6210\u679c\u7684\u672a\u6765\u5de5\u4f5c\uff0c\u5c06\u7ee7\u7eed\u6269\u5c55\u5bb9\u9519\u91cf\u5b50\u8ba1\u7b97\u673a\u4e4b\u524d\u7684\u91cf\u5b50\u8bbe\u5907\u7684\u6709\u7528\u5e94\u7528\u3002<\/p>\n<p>\u8bba\u6587\u94fe\u63a5\uff1a<em>https:\/\/www.nature.com\/articles\/s41467-024-51932-3<\/em><\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-10-2\" target=\"_blank\">Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Nature\u5b50\u520a\uff0c\u57fa\u4e8e [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[55],"class_list":["post-36008","post","type-post","status-publish","format-standard","hentry","category-news","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=36008\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=36008\",\"url\":\"https:\/\/17aitech.com\/?p=36008\",\"name\":\"Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=36008#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=36008#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png\",\"datePublished\":\"2025-01-04T02:00:13+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=36008#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=36008\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=36008#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=36008#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=36008","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36008","url":"https:\/\/17aitech.com\/?p=36008","name":"Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36008#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36008#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png","datePublished":"2025-01-04T02:00:13+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36008#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36008"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36008#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-5e9a01e132a6dcb874825e71130e1335.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36008#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"Nature\u5b50\u520a\uff0c\u57fa\u4e8e\u91cf\u5b50\u5b9e\u9a8c\u6570\u636e\u8fdb\u884c\u673a\u5668\u5b66\u4e60\uff0c\u7528\u4e8e\u89e3\u51b3\u91cf\u5b50\u591a\u4f53\u95ee\u9898"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36008","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36008"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36008\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36008"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36008"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36008"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}