{"id":53186,"date":"2024-10-18T21:24:33","date_gmt":"2024-10-18T13:24:33","guid":{"rendered":"https:\/\/swarma.org\/?p=53186"},"modified":"2024-10-18T21:24:33","modified_gmt":"2024-10-18T13:24:33","slug":"nat-commun-%e9%80%9f%e9%80%92%ef%bc%9a%e5%a4%9a%e4%bb%bb%e5%8a%a1%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e9%a2%84%e6%b5%8b%e5%a4%9a%e4%bd%93%e9%87%8f%e5%ad%90%e6%80%81%e7%89%a9%e7%90%86%e6%80%a7","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=53186","title":{"rendered":"Nat. Commun.\u901f\u9012\uff1a\u591a\u4efb\u52a1\u795e\u7ecf\u7f51\u7edc\u9884\u6d4b\u591a\u4f53\u91cf\u5b50\u6001\u7269\u7406\u6027\u8d28"},"content":{"rendered":"
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\u8bba\u6587\u6807\u9898\uff1aLearning quantum properties from short-range correlations using multi-task networks<\/span><\/section>\n
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\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/www.nature.com\/articles\/s41467-024-53101-y<\/span><\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u8fd1\u4e24\u5e74\uff0c\u4e0a\u6d77\u4ea4\u901a\u5927\u5b66\u5434\u4e9a\u4e1c\u526f\u6559\u6388\u548c\u9999\u6e2f\u5927\u5b66\u7814\u7a76\u52a9\u7406\u6559\u6388\u6731\u5ca9\u535a\u58eb\uff0c\u4ee5\u53caGiulio Chiribella\u6559\u6388\u5408\u4f5c\u63d0\u51fa\u4e86\u4e00\u79cd\u91cd\u8981\u65b9\u6cd5\uff0c\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4ece\u968f\u673a\u91c7\u6837\u7684\u6d4b\u91cf\u6570\u636e\u4e2d\u5b66\u4e60\u91cf\u5b50\u6001\u7684\u6f5c\u5728\u7a7a\u95f4\u8868\u793a\uff0c\u5e76\u5229\u7528\u6b64\u6570\u636e\u9a71\u52a8\u7684\u91cf\u5b50\u6001\u8868\u793a\u9884\u6d4b\u91cf\u5b50\u6001\u7684\u7269\u7406\u6027\u8d28[3,4]\u3002<\/span><\/section>\n

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\u53c2\u8003\u6587\u732e<\/strong><\/span><\/section>\n
[1] Carrasquilla, J., Torlai, G., Melko, R. G. & Aolita, L. Reconstructing quantum states with generative models. Nat. Mach. Intell. 1, 155\u2013161 (2019).<\/span><\/section>\n

[2] Van Nieuwenburg, E. P., Liu, Y.-H. & Huber, S. D. Learning phase transitions by confusion. Nat. Phys. 13, 435\u2013439 (2017).<\/span><\/p>\n

[3] Zhu, Y., Wu, Y.-D., Bai, G., Wang, D.-S., Wang, Y. & Chiribella, G. Flexible learning of quantum states with generative query neural networks. Nat. Commun. 13, 6222 (2022).<\/span><\/p>\n

[4] Wu, Y.-D., Zhu, Y., Bai, G., Wang, Y. & Chiribella, G. Quantum similarity testing with convolutional neural networks. Phys. Rev. Lett. 130, 210601 (2023).<\/span><\/p>\n

[5] Huang, H.-Y., Kueng, R. & Preskill, J. Predicting many properties of a quantum system from very few measurements. Nat. Phys. 16, 1050\u20131057 (2020).<\/span><\/p>\n

[6] Wu, Y.-D., Zhu, Y., Wang, Y., Chiribella, G. Learning quantum properties from short-range correlations using multi-task networks. Nat Commun 15, 8796 (2024).<\/span><\/p>\n


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\u4e2a\u4eba\u4e3b\u9875\uff1ahttps:\/\/yadong101.github.io<\/span><\/section>\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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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
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