{"id":47097,"date":"2023-12-14T12:21:55","date_gmt":"2023-12-14T04:21:55","guid":{"rendered":"https:\/\/swarma.org\/?p=47097"},"modified":"2023-12-14T12:21:55","modified_gmt":"2023-12-14T04:21:55","slug":"%e2%80%8bprx%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=47097","title":{"rendered":"\u200bPRX\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
<\/span>Effective Dynamics of Generative Adversarial Networks<\/span><\/span><\/section>\n
\u8bba\u6587\u6765\u6e90\uff1aPhys<\/span>ica<\/span>l Review<\/span> X<\/span><\/span><\/em><\/span><\/section>\n
\u8bba\u6587\u94fe\u63a5\uff1a<\/span><\/section>\n

https:\/\/journals.aps.org\/prx\/abstract\/10.1103\/PhysRevX.13.041004<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u751f\u6210\u5bf9\u6297\u7f51\u7edc<\/span>\uff08GANs\uff09<\/span>\u662f\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u4e00\u4e2a\u7cfb\u5217\uff0c\u5b83\u7531\u4e24\u4e2a\u795e\u7ecf\u7f51\u7edc<\/span>\uff08\u751f\u6210\u5668\u548c\u5224\u522b\u5668\uff09<\/span>\u7ec4\u6210\uff0c\u5b83\u4eec\u76f8\u4e92\u7ade\u4e89\uff0c\u4ece\u800c\u4f7f\u751f\u6210\u5668\u5b66\u4f1a\u751f\u6210\u4e0e\u8bad\u7ec3\u6837\u672c\u5177\u6709\u76f8\u540c\u7edf\u8ba1\u6570\u636e\u7684\u65b0\u6570\u636e\u3002\u6a21\u5f0f\u574d\u7f29<\/span>\uff08mode collapse\uff09<\/span>\u662f\u8bad\u7ec3\u5931\u8d25\u7684\u4e00\u79cd\u4e3b\u8981\u5f62\u5f0f\uff0c\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u751f\u6210\u5668\u65e0\u6cd5\u518d\u73b0\u8bad\u7ec3\u6570\u636e\u4e2d\u6a21\u5f0f\u7684\u5168\u90e8\u591a\u6837\u6027\u3002\u5c3d\u7ba1\u5728 GAN \u65b9\u9762\u505a\u4e86\u5927\u91cf\u5de5\u4f5c\uff0c\u4f46\u4eba\u4eec\u5bf9\u6a21\u5f0f\u574d\u7f29\u7684\u6839\u672c\u539f\u56e0\u4ecd\u4e0d\u751a\u4e86\u89e3\u3002<\/span><\/p>\n


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\u8be5\u7814\u7a76\u5efa\u7acb\u4e86\u4e00\u4e2a\u7b80\u5316\u7684 GAN \u8bad\u7ec3\u52a8\u529b\u5b66\u6a21\u578b\uff0c\u4ee5\u7814\u7a76\u6a21\u5f0f\u5d29\u6e83\u53d1\u751f\u7684\u6761\u4ef6\u3002\u8be5\u6709\u6548\u6a21\u578b\u5c06\u751f\u6210\u5668\u66ff\u6362\u4e3a\u8f93\u51fa\u7a7a\u95f4\u4e2d\u7684\u7c92\u5b50\u96c6\u5408\u3002\u751f\u6210\u5668\u7c92\u5b50\u7684\u52a8\u529b\u5b66\u53d7\u5236\u4e8e\u7531\u5224\u522b\u5668\u4ecb\u5bfc\u7684\u4e0e\u8bad\u7ec3\u6570\u636e\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u4ee5\u53ca\u7531\u751f\u6210\u5668\u4ecb\u5bfc\u7684\u7c92\u5b50\u4e0e\u7c92\u5b50\u4e4b\u95f4\u7684\u76f8\u4e92\u4f5c\u7528\u3002\u8be5\u6a21\u578b\u63ed\u793a\u4e86\u7531\u8bad\u7ec3\u7387\u6bd4\u7387\u548c\u7c92\u5b50-\u7c92\u5b50\u8026\u5408\u5f3a\u5ea6\u63a7\u5236\u7684\u6a21\u5f0f\u574d\u7f29\u8f6c\u53d8<\/span>\uff08mode collapse transition\uff09<\/span>\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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\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><\/section>\n

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

\u200d<\/span>1. <\/strong>RPX\u901f\u9012\uff1a\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u6709\u6548\u52a8\u529b\u5b66<\/a><\/strong><\/span><\/strong><\/strong><\/strong><\/section>\n
2. <\/strong>\u5982\u4f55\u5229\u7528\u5c0f\u6570\u636e\u8fdb\u884c\u91d1\u878d\u6b3a\u8bc8\u2014\u2014\u56fe\u7f51\u7edc\u7684\u5bf9\u6297\u6837\u672c<\/a><\/strong><\/span><\/strong><\/strong><\/section>\n
3.<\/strong><\/strong> \u53ef\u4ea4\u4e92\u7684\u5bf9\u6297\u7f51\u7edc\u5982\u4f55\u589e\u5f3a\u4eba\u7c7b\u521b\u9020\u529b\uff1f<\/a><\/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><\/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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\u5173\u952e\u8bcd\uff1a\u673a\u5668\u5b66\u4e60\uff0c\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff0c\u6a21\u5f0f\u574d\u7f29\uff0c\u4e34\u754c\u76f8\u53d8 \u8bba\u6587\u9898\u76ee\uff1a Effective Dynamics of Generative Adversarial Networks \u8bba\u6587\u6765\u6e90\uff1aPhysical Review X \u8bba\u6587\u94fe\u63a5\uff1a https:\/\/journals.aps.org\/prx\/a…<\/p>\n","protected":false},"author":0,"featured_media":47092,"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\/47097"}],"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=47097"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/47097\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/47092"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=47097"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=47097"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=47097"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=47097"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}