{"id":46361,"date":"2023-11-08T22:08:42","date_gmt":"2023-11-08T14:08:42","guid":{"rendered":"https:\/\/swarma.org\/?p=46361"},"modified":"2023-11-08T22:08:42","modified_gmt":"2023-11-08T14:08:42","slug":"rpx%e9%80%9f%e9%80%92%ef%bc%9a%e7%94%9f%e6%88%90%e5%af%b9%e6%8a%97%e7%bd%91%e7%bb%9c%e7%9a%84%e6%9c%89%e6%95%88%e5%8a%a8%e5%8a%9b%e5%ad%a6","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=46361","title":{"rendered":"RPX\u901f\u9012\uff1a\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u6709\u6548\u52a8\u529b\u5b66"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/section>\n
Effective Dynamics of Generative Adversarial Networks<\/span><\/section>\n
\u8bba\u6587\u5730\u5740\uff1a<\/span><\/span><\/section>\n
<\/span>https:\/\/journals.aps.org\/prx\/abstract\/10.1103\/PhysRevX.13.041004<\/span><\/section>\n
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\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/span>\uff08GAN\uff09<\/span>\u662f\u4e00\u7c7b\u5305\u542b\u751f\u6210\u5668<\/span>\uff08generator\uff09<\/span>\u548c\u5224\u522b\u5668<\/span>\uff08discriminator\uff09<\/span>\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5b83\u901a\u8fc7\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc\u95f4\u7684\u5bf9\u6297\u8bad\u7ec3\uff0c\u4f7f\u751f\u6210\u5668\u5b66\u4e60\u4ea7\u751f\u5177\u6709\u4e0e\u8bad\u7ec3\u6837\u672c\u76f8\u540c<\/span>\uff08\u53ef\u80fd\u975e\u5e38\u590d\u6742\uff09<\/span>\u7edf\u8ba1\u7684\u65b0\u6837\u672c\u3002\u4e00\u79cd\u4e3b\u8981\u7684\u8bad\u7ec3\u5931\u8d25\u7c7b\u578b\u79f0\u4e3a\u6a21\u5f0f\u574d\u584c<\/span>\uff08mode collapse\uff09<\/span>\uff0c\u5176\u4e2d\u751f\u6210\u5668\u65e0\u6cd5\u91cd\u73b0\u76ee\u6807\u6982\u7387\u5206\u5e03\u4e2d\u7684\u6a21\u5f0f\u7684\u5168\u90e8\u591a\u6837\u6027<\/span>\uff08diversity\uff09<\/span>\u3002\u5c3d\u7ba1\u5728GAN\u65b9\u9762\u5df2\u7ecf\u6709\u4e86\u5927\u91cf\u5de5\u4f5c\uff0c\u4f46\u6a21\u5f0f\u574d\u584c\u7684\u6839\u672c\u539f\u56e0\u8fd8\u6ca1\u6709\u5f97\u5230\u5f88\u597d\u7684\u7406\u89e3\u3002<\/span><\/p>\n


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\u5728\u672c\u6587\u4e2d\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2aGAN\u8bad\u7ec3\u52a8\u529b\u5b66\u7684\u7b80\u5316\u6a21\u578b\uff0c\u4f7f\u6211\u4eec\u5f97\u4ee5\u7814\u7a76\u6a21\u5f0f\u574d\u584c\u53d1\u751f\u7684\u6761\u4ef6\u3002\u8be5\u6a21\u578b\u5c06\u751f\u6210\u5668\u795e\u7ecf\u7f51\u7edc\u66ff\u6362\u4e3a\u8f93\u51fa\u7a7a\u95f4\u4e2d\u7684\u7c92\u5b50\u96c6\u5408\u3002\u8fd9\u79cd\u201c\u751f\u6210\u5668\u7c92\u5b50\u201d\u7684\u52a8\u529b\u5b66\u7531\u53d7\u5224\u522b\u5668\u8c03\u8282\u7684\u4e0e\u8bad\u7ec3\u6570\u636e\u7684\u76f8\u4e92\u4f5c\u7528\u548c\u53d7\u751f\u6210\u5668\u8c03\u8282\u7684\u7c92\u5b50-\u7c92\u5b50\u76f8\u4e92\u4f5c\u7528\u5171\u540c\u63a7\u5236\u3002\u8be5\u6a21\u578b\u63ed\u793a\u4e86\u7531\u8bad\u7ec3\u901f\u7387\u548c\u76f8\u5bf9\u7c92\u5b50-\u7c92\u5b50\u8026\u5408\u5f3a\u5ea6\u7684\u6bd4\u7387\u63a7\u5236\u7684\u6a21\u5f0f\u574d\u584c\u8f6c\u53d8\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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\u200d<\/span>1. <\/strong>\u5f53\u673a\u5668\u5b66\u4e60\u9047\u89c1\u62d3\u6251\uff1a\u62d3\u6251\u6570\u636e\u5206\u6790\u4e0e\u62d3\u6251\u6df1\u5ea6\u5b66\u4e60<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
2.<\/strong> Nat. Mach. Intell. \u901f\u9012\uff1a\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u9884\u6d4b\u6307\u6570\u589e\u957f\u7684 AI \u77e5\u8bc6\u7f51\u7edc\u7684\u672a\u6765<\/a><\/strong><\/span><\/strong><\/section>\n
3.<\/strong><\/strong> Nat. Commun. \u901f\u9012\uff1a\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u590d\u6742\u52a8\u6001\u8f68\u8ff9\u65e0\u6a21\u578b\u8ddf\u8e2a\u63a7\u5236<\/a><\/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>\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/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><\/section>\n

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\u5173\u952e\u8bcd\uff1a\u673a\u5668\u5b66\u4e60\uff0c\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff0c\u6a21\u5f0f\u574d\u584c \u8bba\u6587\u9898\u76ee\uff1a Effective Dynamics of Generative Adversarial Networks \u8bba\u6587\u5730\u5740\uff1a https:\/\/journals.aps.org\/prx\/abstract\/10.1103\/PhysRevX.13.04100…<\/p>\n","protected":false},"author":0,"featured_media":46356,"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\/46361"}],"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=46361"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/46361\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/46356"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=46361"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=46361"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=46361"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=46361"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}