{"id":47517,"date":"2024-01-09T18:50:14","date_gmt":"2024-01-09T10:50:14","guid":{"rendered":"https:\/\/swarma.org\/?p=47517"},"modified":"2024-01-09T18:50:14","modified_gmt":"2024-01-09T10:50:14","slug":"nat-commun-%e9%80%9f%e9%80%92%ef%bc%9a%e5%9f%ba%e7%a1%80%e9%9f%b3%e4%b9%90%e6%84%9f%e7%9f%a5%e5%9c%a8%e6%b7%b1%e5%ba%a6%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e4%b8%ad%e7%9a%84%e8%87%aa%e5%8f%91","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=47517","title":{"rendered":"Nat. Commun.\u901f\u9012\uff1a\u57fa\u7840\u97f3\u4e50\u611f\u77e5\u5728\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u81ea\u53d1\u6d8c\u73b0"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1a<\/span>Spontaneous emergence of rudimentary music detectors in deep neural networks<\/span><\/section>\n
\u8bba\u6587\u671f\u520a\uff1aNature Communications<\/em><\/span><\/section>\n
\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/www.nature.com\/articles\/s41467-023-44516-0<\/span><\/section>\n
\u6591\u56fe\u5730\u5740\uff1ahttps:\/\/pattern.swarma.org\/paper\/8a604668-aadf-11ee-bc79-0242ac17000e<\/span><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n

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\u6700\u8fd1\u5229\u7528\u4eba\u5de5\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc<\/span>\uff08DNN\uff09<\/span>\u8fdb\u884c\u7684\u5efa\u6a21\u7814\u7a76\u4e3a\u5927\u8111\u611f\u5b98\u529f\u80fd\u7684\u53d1\u5c55\u539f\u7406\u63d0\u4f9b\u4e86\u542f\u793a\u3002\u7279\u522b\u662f\uff0c\u6709\u7814\u7a76\u8868\u660e\uff0c\u7c7b\u4f3c\u5927\u8111\u7684\u611f\u5b98\u8f93\u5165\u529f\u80fd\u7f16\u7801\u53ef\u4ee5\u4f5c\u4e3a DNNs \u4f18\u5316\u5904\u7406\u81ea\u7136\u523a\u6fc0\u7684\u526f\u4ea7\u54c1\u800c\u4ea7\u751f\u3002\u4f8b\u5982\uff0c\u4e3a\u5bf9\u81ea\u7136\u56fe\u50cf\u8fdb\u884c\u5206\u7c7b\u800c\u8bad\u7ec3\u7684 DNN \u6a21\u578b\u7684\u53cd\u5e94\u80fd\u591f\u590d\u5236\u89c6\u89c9\u76ae\u5c42\u7684\u53cd\u5e94\uff0c\u5e76\u53ef\u7528\u4e8e\u63a7\u5236\u771f\u5b9e\u795e\u7ecf\u5143\u7684\u53cd\u5e94\u3002\u5728\u8bad\u7ec3\u6709\u7d20\u7684\u81ea\u7136\u56fe\u50cf\u5206\u7c7b\u7f51\u7edc\u4e2d\u751a\u81f3\u8fd8\u89c2\u5bdf\u5230\u4e86\u9ad8\u7ea7\u8ba4\u77e5\u529f\u80fd\uff0c\u5373\u683c\u5f0f\u5854\u5c01\u95ed\u6548\u5e94\u548c\u4f30\u8ba1\u89c6\u89c9\u573a\u666f\u4e2d\u89c6\u89c9\u9879\u76ee\u6570\u91cf\u7684\u80fd\u529b\u3002\u6b64\u5916\uff0c\u4e3a\u97f3\u4e50\u6d41\u6d3e\u548c\u5355\u8bcd\u5206\u7c7b\u800c\u8bad\u7ec3\u7684 DNN \u88ab\u8bc1\u660e\u53ef\u4ee5\u590d\u5236\u4eba\u7c7b\u542c\u89c9\u76ae\u5c42\u7684\u53cd\u5e94\uff0c\u8fd9\u610f\u5473\u7740\u8fd9\u79cd\u4efb\u52a1\u4f18\u5316\u4e3a\u542c\u89c9\u76ae\u5c42\u529f\u80fd\u5efa\u6a21\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u4fe1\u7684\u65b9\u6cd5\u3002<\/span><\/section>\n

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\u56fe1\uff1aa\uff09\u5b9e\u9a8c\u6d41\u7a0b\uff1a\u5728\u65e0\u97f3\u4e50\u7684\u81ea\u7136\u58f0\u97f3\u68c0\u6d4b\u4e2d\u8bad\u7ec3\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5bf9\u97f3\u4e50\u7684\u72ec\u7279\u8868\u5f81\u3002b\uff09\u7528\u4e8e\u68c0\u6d4b\u8f93\u5165\u6570\u636e\u4e2d\u81ea\u7136\u58f0\u97f3\u7c7b\u522b\u7684\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002c \u5728\u6ca1\u6709\u97f3\u4e50\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9\u97f3\u4e50\u76f8\u5173\u7c7b\u522b\uff08\u9876\u90e8\uff0c\u7ea2\u6761\uff09\u548c\u5176\u4ed6\u7c7b\u522b\uff08\u5e95\u90e8\uff0c\u84dd\u6761\uff09\u8fdb\u884c\u8bad\u7ec3\u7684\u7f51\u7edc\u7684\u6027\u80fd\u3002d \u7f51\u7edc\u7279\u5f81\u5411\u91cf\u7684 t-SNE \u5d4c\u5165\u5bc6\u5ea6\u56fe\u3002<\/span><\/p>\n


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\u8be5\u7814\u7a76\u4f7f\u7528\u6a21\u62df\u5927\u8111\u542c\u89c9\u4fe1\u606f\u5904\u7406\u7684\u4eba\u5de5\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u5373\u4f7f\u8bad\u7ec3\u6570\u636e\u4e2d\u4e0d\u5305\u542b\u97f3\u4e50\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u7ecf\u7531\u81ea\u7136\u58f0\u97f3\u8bad\u7ec3\uff0c\u4f7f\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u81ea\u53d1\u5730\u6d8c\u73b0\u51fa\u9002\u5e94\u68c0\u6d4b\u97f3\u4e50\u7684\u5355\u5143\u3002\u97f3\u4e50\u68c0\u6d4b\u5355\u5143\u9075\u5faa\u5728\u5927\u8111\u4e2d\u89c2\u5bdf\u5230\u7684\u7fa4\u4f53\u6c34\u5e73\u53cd\u5e94\u7279\u5f81\uff0c\u4ee5\u591a\u4e2a\u65f6\u95f4\u5c3a\u5ea6\u5bf9\u97f3\u4e50\u7684\u65f6\u95f4\u7ed3\u6784\u8fdb\u884c\u7f16\u7801\u3002\u8fd9\u79cd\u533a\u522b\u6765\u81ea\u4e8e\u7279\u5f81\u63d0\u53d6\u5c42\u4e2d\u97f3\u4e50\u9009\u62e9\u5355\u5143\u7684\u53cd\u5e94\u3002\u97f3\u4e50\u9009\u62e9\u5355\u5143\u5bf9\u97f3\u4e50\u7684\u65f6\u95f4\u7ed3\u6784\u975e\u5e38\u654f\u611f\uff0c\u8fd9\u4e00\u70b9\u53ef\u5728\u5927\u8111\u4e2d\u7684\u97f3\u4e50\u9009\u62e9\u6027\u795e\u7ecf\u7fa4\u4e2d\u89c2\u5bdf\u5230\u3002<\/span><\/section>\n

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\u56fe2\uff1aa\uff09\u65e0\u97f3\u4e50\u8bad\u7ec3\u7f51\u7edc\u4e2d\u5404\u5355\u5143\u5bf9\u97f3\u4e50\uff08\u7ea2\u8272\uff09\u548c\u975e\u97f3\u4e50\uff08\u84dd\u8272\uff09\u523a\u6fc0\u7684\u5e73\u5747\u53cd\u5e94\u76f4\u65b9\u56fe\u3002b \u97f3\u4e50\u9009\u62e9\u6027\u5355\u5143\u5bf9\u97f3\u4e50\uff08\u7ea2\u8272\uff09\u548c\u975e\u97f3\u4e50\u523a\u6fc0\u7684\u53cd\u5e94\u3002\u63d2\u56fe\uff1a\u672a\u8bad\u7ec3\u7f51\u7edc\u4e2d MSI \u503c\u6700\u9ad8\u7684 12.5% \u5355\u5143\u5bf9\u97f3\u4e50\u548c\u975e\u97f3\u4e50\u523a\u6fc0\u7684\u53cd\u5e94\u3002c\uff09\u97f3\u4e50\u9009\u62e9\u6027\u5355\u5143\u5bf9\u97f3\u4e50\uff08\u7ea2\u8272\uff09\u548c\u975e\u97f3\u4e50\uff08\u84dd\u8272\uff09\u7684\u54cd\u5e94\uff0c\u4f7f\u7528\u7684\u662f\u6807\u51c6\u5316\u632f\u5e45\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u3002d \u4f7f\u7528\u97f3\u4e50\u9009\u62e9\u5355\u5143\u7684\u54cd\u5e94\uff08\u5de6\uff09\u548c\u7ebf\u6027\u5206\u7c7b\u5668\u7684\u6027\u80fd\uff08\u53f3\uff09\u5bf9\u97f3\u4e50\u548c\u975e\u97f3\u4e50\u8fdb\u884c\u4e8c\u5143\u5206\u7c7b\u3002<\/span><\/p>\n


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\u56fe3\uff1a\u4f7f\u7528\u672a\u5305\u542b\u97f3\u4e50\u8bad\u7ec3\u7684\u7f51\u7edc\u793a\u610f\uff0cb\uff09\u4e0e\u4e00\u822c\u6027\u7f51\u7edc\u76f8\u6bd4\uff0c\u7528\u968f\u673a\u6807\u7b7e\u8bad\u7ec3\u7684\u7f51\u7edc\u4e2d MSI \u503c\u6700\u9ad8\u7684 12.5% \u5355\u5143\u5bf9\u97f3\u4e50\u7684\u54cd\u5e94\u3002\u4e3a\u4e86\u5bf9\u4e24\u79cd\u60c5\u51b5\u8fdb\u884c\u5f52\u4e00\u5316\u5904\u7406\uff0c\u6bcf\u4e2a\u53cd\u5e94\u90fd\u9664\u4ee5\u6bcf\u4e2a\u7f51\u7edc\u5bf9\u539f\u59cb\u58f0\u97f3\u7684\u5e73\u5747\u53cd\u5e94\u3002c\uff09\u7279\u5b9a\u5355\u5143\u6d88\u51cf\u540e\u7684\u6d88\u878d\u68c0\u9a8c\uff08ablation test\uff09\u540e\u7684\u7f51\u7edc\u6027\u80fd\uff0c\u53bb\u9664\u8868\u5f81\u97f3\u4e50\u7684\u5355\u5143\u5bf9\u7f51\u7edc\u6027\u80fd\u5f71\u54cd\u6700\u5927<\/span><\/p>\n


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\u200d<\/span>\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/strong><\/section>\n
1. <\/strong>\u524d\u6cbf\u901f\u9012\uff1a\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u529f\u80fd\u6a21\u5757\u5316\u4e0e\u89e3\u5256\u5b66\u6a21\u5757\u5316\u540c\u65f6\u6d8c\u73b0<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
2. <\/strong>Nat. Commun. \u901f\u9012\uff1a\u62bd\u8c61\u8868\u5f81\u4ece\u8bad\u7ec3\u6267\u884c\u591a\u4efb\u52a1\u7684\u795e\u7ecf\u7f51\u7edc\u4e2d\u81ea\u7136\u6d8c\u73b0<\/a><\/strong><\/strong><\/section>\n
3.<\/strong> Nat. Mach. Intell. \u901f\u9012\uff1a\u7a7a\u95f4\u5d4c\u5165\u5f0f\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u63ed\u793a\u7ed3\u6784\u548c\u795e\u7ecf\u529f\u80fd\u53d1\u73b0\u4e4b\u95f4\u7684\u5e7f\u6cdb\u8054\u7cfb<\/a><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><\/section>\n
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4. <\/strong><\/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
5. <\/strong><\/strong><\/strong><\/strong>\u52a0\u5165\u96c6\u667a\u5b66\u56edVIP\uff0c\u4e00\u6b21\u6027\u83b7\u53d6\u96c6\u667a\u5e73\u53f0\u6240\u6709\u5185\u5bb9\u8d44\u6e90<\/a><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n

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

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

\u5173\u952e\u8bcd\uff1a\u97f3\u4e50\u611f\u77e5\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff0c\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66\uff0c\u6d8c\u73b0 \u8bba\u6587\u9898\u76ee\uff1aSpontaneous emergence of rudimentary music detectors in deep neural networks \u8bba\u6587\u671f\u520a\uff1aNature Communications \u8bba\u6587\u5730\u5740\uff1ahttps:\/\/ww…<\/p>\n","protected":false},"author":0,"featured_media":47510,"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\/47517"}],"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=47517"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/47517\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/47510"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=47517"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=47517"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=47517"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=47517"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}