{"id":42971,"date":"2023-06-07T18:18:59","date_gmt":"2023-06-07T10:18:59","guid":{"rendered":"https:\/\/swarma.org\/?p=42971"},"modified":"2023-06-07T18:18:59","modified_gmt":"2023-06-07T10:18:59","slug":"prl%e9%80%9f%e9%80%92%ef%bc%9a%e9%87%8f%e5%ad%90%e5%8d%b7%e7%a7%af%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e7%94%a8%e4%ba%8e%e7%89%a9%e8%b4%a8%e9%87%8f%e5%ad%90%e7%9b%b8%e5%88%86%e7%b1%bb","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=42971","title":{"rendered":"PRL\u901f\u9012\uff1a\u91cf\u5b50\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7528\u4e8e\u7269\u8d28\u91cf\u5b50\u76f8\u5206\u7c7b"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1aModel-Independent Learning of Quantum Phases of Matter with Quantum Convolutional Neural Networks<\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aPhysical Review Letters<\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/journals.aps.org\/prl\/abstract\/10.1103\/PhysRevLett.130.220603<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u7269\u8d28\u7684\u76f8<\/span>\uff08Phases of matter\uff09<\/span>\u4f20\u7edf\u4e0a\u901a\u8fc7\u6d4b\u91cf\u5e8f\u53c2\u91cf\u6765\u8bc6\u522b\uff0c\u5305\u62ec\u5bf9\u79f0\u7834\u7f3a\u76f8\u7684\u5c40\u90e8\u5e8f\u53c2\u91cf\uff0c\u548c\u4e00\u7ef4\u5bf9\u79f0\u4fdd\u62a4\u62d3\u6251\u76f8<\/span>\uff08symmetry-protected topological phase\uff0cSPT\uff09<\/span>\u7684\u5f26\u5e8f\u53c2\u91cf<\/span>\uff08string order parameters\uff09<\/span>\u3002\u6700\u8fd1\uff0c\u7ecf\u5178\u548c\u91cf\u5b50\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5df2\u7ecf\u88ab\u5f15\u5165\u6765\u89e3\u51b3\u91cf\u5b50\u76f8\u5206\u7c7b\u7684\u4efb\u52a1\u3002<\/span><\/section>\n

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\u91cf\u5b50\u5377\u79ef\u795e\u7ecf\u7f51\u7edc<\/span>\uff08Quantum Convolutional Neural Networks\uff0cQCNN\uff09<\/span>\u88ab\u5f15\u5165\u4f5c\u4e3a\u80fd\u9699\u91cf\u5b50\u7269\u76f8\u7684\u5206\u7c7b\u5668\u3002\u6700\u8fd1\u53d1\u8868\u4e8ePhysical Review Letters\u7684\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u4e2a\u72ec\u7acb\u4e8e\u6a21\u578b\u7684\u534f\u8bae\uff0c\u7528\u4e8e\u8bad\u7ec3\u91cf\u5b50\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u80fd\u591f\u53d1\u73b0\u5728\u76f8\u4fdd\u6301\u6270\u52a8\u4e0b\u4e0d\u53d8\u7684\u5e8f\u53c2\u91cf\u3002\u4ed6\u4eec\u7528\u91cf\u5b50\u76f8\u7684\u56fa\u5b9a\u70b9\u6ce2\u51fd\u6570\u521d\u59cb\u5316\u8bad\u7ec3\u5e8f\u5217\uff0c\u5e76\u6dfb\u52a0\u5c0a\u91cd\u7cfb\u7edf\u5bf9\u79f0\u6027\u7684\u5e73\u79fb\u4e0d\u53d8\u566a\u58f0\uff0c\u4ee5\u63a9\u76d6\u77ed\u957f\u5ea6\u5c3a\u5ea6\u7684\u56fa\u5b9a\u70b9\u7ed3\u6784\u3002\u901a\u8fc7\u5728\u4e00\u7ef4\u65f6\u95f4\u53cd\u6f14\u5bf9\u79f0\u4fdd\u62a4\u7684\u62d3\u6251\u76f8\u4e0a\u8bad\u7ec3QCNN\u6765\u8bf4\u660e\u8fd9\u79cd\u65b9\u6cd5\uff0c\u5e76\u5728\u8868\u73b0\u51fa\u5e73\u51e1\u3001\u5bf9\u79f0\u6027\u7834\u7f3a\u548c\u5bf9\u79f0\u6027\u4fdd\u62a4\u62d3\u6251\u5e8f\u7684\u51e0\u4e2a\u65f6\u95f4\u53cd\u6f14\u5bf9\u79f0\u6a21\u578b\u4e0a\u8fdb\u884c\u6d4b\u8bd5\u3002<\/span><\/section>\n

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QCNN\u53d1\u73b0\u4e00\u7ec4\u5e8f\u53c2\u91cf\uff0c\u53ef\u8bc6\u522b\u6240\u6709\u4e09\u4e2a\u76f8\u5e76\u51c6\u786e\u5730\u9884\u6d4b\u76f8\u8fb9\u754c\u7684\u4f4d\u7f6e\u3002\u8be5\u534f\u8bae\u4e3a\u5728\u53ef\u7f16\u7a0b\u91cf\u5b50\u5904\u7406\u5668\u4e0a\u5b9e\u73b0\u91cf\u5b50\u76f8\u5206\u7c7b\u5668\u7684\u786c\u4ef6\u9ad8\u6548\u8bad\u7ec3\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/span><\/section>\n

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\u56fe1. \u516b\u91cf\u5b50\u4f4dQCNN\u7684\u67b6\u6784\u548c\u8bad\u7ec3\u6570\u636e\u3002<\/span><\/section>\n

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\u56fe2. QCNN\u9884\u6d4b\u76f8\u56fe\u3002\u5e73\u51e1\uff08Trivial\uff09\u3001\u5bf9\u79f0\u6027\u7834\u7f3a\uff08SB\uff09\u548c\u5bf9\u79f0\u6027\u4fdd\u62a4\u62d3\u6251\u5e8f\uff08SPT\uff09\u4e09\u79cd\u76f8\u3002<\/span><\/p>\n


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

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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/section>\n
\u4eba\u5de5\u667a\u80fd\u548c\u79d1\u5b66\u53d1\u73b0\u76f8\u4e92\u8d4b\u80fd\u7684\u65b0\u8303\u5f0f\uff1aAI+Science \u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/span><\/section>\n

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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

\u200d<\/span>1. <\/strong>\u91cf\u5b50\u8ba1\u7b97\uff1a\u4fe1\u606f\u793e\u4f1a\u7684\u672a\u6765<\/a><\/strong><\/span><\/section>\n
2.<\/strong> \u5f53\u91cf\u5b50\u8ba1\u7b97\u9047\u5230\u8bed\u8a00\u6a21\u578b\uff1a\u91cf\u5b50\u4e92\u6587\u6027\u52a9\u529b\u751f\u6210\u6a21\u578b | \u91cf\u5b50\u4e16\u754c\u5730\u56fe<\/a><\/strong><\/span><\/strong><\/section>\n
3. <\/strong><\/strong>\u5f53\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9047\u4e0a\u91cf\u5b50\u8ba1\u7b97\u4e0e\u8303\u7574\u8bba\uff1a\u4eba\u5de5\u667a\u80fd\u5f00\u542f\u66f4\u5927\u60f3\u8c61\u7a7a\u95f4<\/a><\/strong><\/strong><\/span><\/section>\n
4. \u300a\u5f20\u6c5f\u00b7\u590d\u6742\u79d1\u5b66\u524d\u6cbf27\u8bb2\u300b\u5b8c\u6574\u4e0a\u7ebf\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/section>\n
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5. \u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/span><\/strong><\/a><\/strong><\/strong><\/strong><\/strong><\/section>\n
6.<\/strong><\/strong><\/strong> <\/strong><\/strong><\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/a><\/strong><\/strong><\/strong><\/span><\/section>\n

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

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\u5173\u952e\u8bcd\uff1a\u673a\u5668\u5b66\u4e60\uff0c\u51dd\u805a\u6001\u7269\u7406\uff0c\u91cf\u5b50\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u91cf\u5b50\u76f8\u5206\u7c7b \u8bba\u6587\u9898\u76ee\uff1aModel-Independent Learning of Quantum Phases of Matter with Quantum Convolutional Neural Networks \u8bba\u6587\u6765\u6e90\uff1aPhysical Rev…<\/p>\n","protected":false},"author":0,"featured_media":42966,"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\/42971"}],"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=42971"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/42971\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/42966"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=42971"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=42971"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=42971"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=42971"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}