{"id":40776,"date":"2023-02-17T21:05:33","date_gmt":"2023-02-17T13:05:33","guid":{"rendered":"https:\/\/swarma.org\/?p=40776"},"modified":"2023-02-17T21:05:33","modified_gmt":"2023-02-17T13:05:33","slug":"nat-commun-%e9%80%9f%e9%80%92%ef%bc%9a%e9%80%9a%e8%bf%87%e6%b7%b1%e5%ba%a6%e5%bc%ba%e5%8c%96%e5%ad%a6%e4%b9%a0%e5%af%bb%e6%89%be%e8%87%aa%e6%97%8b%e7%8e%bb%e7%92%83%e5%9f%ba%e6%80%81","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=40776","title":{"rendered":"Nat. Commun. \u901f\u9012\uff1a\u901a\u8fc7\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5bfb\u627e\u81ea\u65cb\u73bb\u7483\u57fa\u6001"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1aSearching for spin glass ground states through deep reinforcement learning<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aNature Communications<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-023-36363-w<\/span><\/section>\n
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\u8457\u540d\u7684 Hopfield \u6a21\u578b\u548c\u5176\u4ed6\u5f00\u521b\u6027\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4e0e\u4e00\u822c\u7f51\u7edc\u4e0a\u7684\u4f0a\u8f9b\u78c1\u4f53<\/span>\uff08\u5c24\u5176\u662f\u81ea\u65cb\u73bb\u7483\uff09<\/span>\u5f97\u51fa\u4e86\u6df1\u523b\u7684\u8054\u7cfb\u3002\u7279\u522b\u662f\u6700\u8fd1\uff0c\u5f3a\u5316\u5b66\u4e60\u5df2\u88ab\u8bc1\u660e\u662f\u89e3\u51b3\u8bb8\u591a\u7ec4\u5408\u4f18\u5316\u95ee\u9898\u7684\u4e00\u4e2a\u6709\u524d\u9014\u7684\u5de5\u5177\uff0c\u5982\u6700\u5c0f\u9876\u70b9\u8986\u76d6\u95ee\u9898\u3001\u6700\u5c0f\u72ec\u7acb\u96c6\u95ee\u9898\u3001\u7f51\u7edc\u62c6\u9664\u95ee\u9898\u3001\u65c5\u884c\u63a8\u9500\u5458\u95ee\u9898\u3001\u8f66\u8f86\u8def\u7531\u95ee\u9898\u7b49\u3002\u4e0e\u4f20\u7edf\u65b9\u6cd5\u76f8\u6bd4\uff0c\u57fa\u4e8e\u5f3a\u5316\u5b66\u4e60\u7684\u7b97\u6cd5\u88ab\u8ba4\u4e3a\u5728\u51c6\u786e\u6027\u548c\u6548\u7387\u4e4b\u95f4\u53d6\u5f97\u4e86\u66f4\u6709\u5229\u7684\u6743\u8861\u3002<\/span><\/section>\n

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\u8fd1\u671f\u53d1\u8868\u4e8e Nature Communications <\/em>\u7684\u4e00\u9879\u7814\u7a76\u63d0\u51fa\u4e86\u4e00\u4e2a\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u6846\u67b6\uff1aDIRAC \uff0c\u8be5\u6846\u67b6\u53ef\u4ee5\u7eaf\u7cb9\u5730\u8bad\u7ec3\u5c0f\u89c4\u6a21\u7684\u81ea\u65cb\u73bb\u7483\u5b9e\u4f8b\uff0c\u7136\u540e\u5e94\u7528\u4e8e\u4efb\u610f\u5927\u5c0f\u7684\u5b9e\u4f8b\u3002DIRAC \u663e\u793a\u51fa\u6bd4\u5176\u4ed6\u65b9\u6cd5\u66f4\u597d\u7684\u53ef\u6269\u5c55\u6027\uff0c\u5e76\u4e14\u53ef\u4ee5\u7528\u6765\u589e\u5f3a\u4efb\u4f55\u70ed\u9000\u706b\u65b9\u6cd5\u3002\u57282D\uff0c3D\u548c4D Edwards-Anderson \u81ea\u65cb\u73bb\u7483\u5b9e\u4f8b\u4e0a\u7684\u5927\u91cf\u8ba1\u7b97\u8bc1\u660e\u4e86 DIRAC \u7684\u4f18\u8d8a\u6027\u80fd\u3002<\/span><\/section>\n

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\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u7684\u6846\u67b6\u5c06\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u7406\u89e3\u4f4e\u6e29\u81ea\u65cb\u73bb\u7483\u76f8\u7684\u672c\u8d28\uff0c\u8fd9\u662f\u7edf\u8ba1\u7269\u7406\u5b66\u4e2d\u7684\u4e00\u4e2a\u57fa\u672c\u6311\u6218\u3002\u6b64\u5916\uff0cDIRAC \u4e2d\u91c7\u7528\u7684\u6d4b\u91cf\u53d8\u6362\u6280\u672f\u5728\u7269\u7406\u548c\u4eba\u5de5\u667a\u80fd\u4e4b\u95f4\u5efa\u7acb\u4e86\u6df1\u523b\u7684\u8054\u7cfb\u3002\u7279\u522b\u662f\uff0c\u8fd9\u4e3a\u5f3a\u5316\u5b66\u4e60\u6a21\u578b\u5728\u5de8\u5927\u7684\u914d\u7f6e\u7a7a\u95f4\u4e2d\u63a2\u7d22\u63d0\u4f9b\u4e86\u4e00\u4e2a\u6709\u524d\u9014\u7684\u9014\u5f84\u3002<\/span><\/section>\n

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\u56fe1. DIRAC \u6846\u67b6\u6982\u8ff0\uff0c\u5305\u542b\u79bb\u7ebf\u8bad\u7ec3\u548c\u5728\u7ebf\u5e94\u7528\u4e24\u4e2a\u90e8\u5206\u3002<\/span><\/section>\n

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\u56fe2. \u7f16\u7801\u5668\u81ea\u65cb\u73bb\u7483\u795e\u7ecf\u7f51\u7edc\uff08SGNN\uff09\u3002<\/span><\/section>\n

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