{"id":37080,"date":"2025-01-23T01:00:55","date_gmt":"2025-01-22T17:00:55","guid":{"rendered":"https:\/\/17aitech.com\/?p=37080"},"modified":"2025-01-23T01:00:55","modified_gmt":"2025-01-22T17:00:55","slug":"gan%e4%bd%9c%e8%80%85%e8%bf%bd%e5%bf%86%e5%be%80%e4%ba%8b%ef%bc%9a%e8%ae%ba%e6%96%87%e6%98%afddl%e5%89%8d%e4%b8%80%e5%91%a8%e5%bc%80%e5%a7%8b%e5%86%99%e7%9a%84%ef%bc%8c%e6%9c%80%e5%88%9d%e5%9c%a8neuri","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37080","title":{"rendered":"GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-06\" target=\"_blank\">GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25<\/a><\/p>\n<section>\u4e0a\u4e2a\u6708\u5e95\uff0cNeurIPS \u5b98\u65b9\u516c\u5e03\u4e86 2024 \u5e74\u5ea6\u65f6\u95f4\u68c0\u9a8c\u5956\uff0c\u800c\u4e14\u7834\u5929\u8352\u5730\u540c\u65f6\u9881\u7ed9\u4e86\u4e24\u7bc7\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u7bc7\u662f Ilya Sutskever \u7684 Seq2Seq\uff0c\u53e6\u4e00\u7bc7\u662f\u4e00\u7bc7\u662f Ian Goodfellow \u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/1406.2661<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aIan Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair, Aaron Courville, Yoshua Bengio<\/section>\n<\/li>\n<li>\n<section>\u673a\u6784\uff1a\u8499\u7279\u5229\u5c14\u5927\u5b66<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5f39\u6307\u4e00\u6325\u95f4\uff0c\u8ddd\u79bb GAN \u88ab\u63d0\u51fa\u7adf\u7136\u5df2\u7ecf\u8fc7\u4e86\u5341\u5e74\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u622a\u81f3 NeurIPS \u63ed\u6653\u5956\u9879\u65f6\uff0c\u300cGAN\u300d\u7684\u8bba\u6587\u5df2\u88ab\u5f15\u7528\u8d85\u8fc7 85000 \u6b21\uff0c\u8fd9\u7bc7\u751f\u6210\u6a21\u578b\u9886\u57df\u7684\u5960\u57fa\u4e4b\u4f5c\uff0c\u5728\u8fc7\u53bb 10 \u5e74\u95f4\u63a8\u52a8\u4e86\u4f17\u591a\u7814\u7a76\u8fdb\u5c55\u3002\u9664\u4e86\u5728\u5b66\u672f\u754c\u7684\u5f71\u54cd\uff0c\u5b83\u8fd8\u4f7f\u751f\u6210\u6a21\u578b\u5728\u89c6\u89c9\u6570\u636e\u53ca\u5176\u4ed6\u9886\u57df\u7684\u5e94\u7528\u4e2d\u4ea7\u751f\u4e86\u6df1\u8fdc\u5f71\u54cd\u3002<\/section>\n<section><\/section>\n<section>\u300aGenerative Adversarial Nets\u300b\uff0c\u4f5c\u8005\u9635\u5bb9\u975e\u5e38\u8c6a\u534e\uff0cAI \u5708\u77e5\u540d\u5927\u4f6c Ian J. Goodfellow \u3001 Yoshua Bengio \u7b49\u90fd\u5728\u5185\u3002<\/section>\n<section><\/section>\n<section>\u4eca\u5929\uff0cGAN \u4f5c\u8005\u4e4b\u4e00 Sherjil Ozair \u5728 X \u5e73\u53f0\u53d1\u5e03\u957f\u6587\uff0c\u8ffd\u5fc6\u4e86\u5341\u5e74\u524d\u7684\u5f80\u4e8b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-784cabd05b5cf6375de3e855df2e6973.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-784cabd05b5cf6375de3e855df2e6973.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"106\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>\u5f88\u9ad8\u5174\u542c\u5230 GAN \u5728 NeurIPS 2024 \u4e0a\u83b7\u5f97\u65f6\u95f4\u68c0\u9a8c\u5956\u3002NeurIPS \u65f6\u95f4\u68c0\u9a8c\u5956\u6388\u4e88\u90a3\u4e9b\u7ecf\u53d7\u4f4f\u4e86\u5341\u5e74\u65f6\u95f4\u8003\u9a8c\u7684\u8bba\u6587\u3002\u6211\u82b1\u4e86\u4e00\u4e9b\u65f6\u95f4\u6765\u56de\u5fc6 GAN \u662f\u5982\u4f55\u8bde\u751f\u7684\uff0c\u4ee5\u53ca\u4eba\u5de5\u667a\u80fd\u5728\u8fc7\u53bb\u5341\u5e74\u4e2d\u662f\u5982\u4f55\u53d1\u5c55\u7684\u3002<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>2012 \u5e74\u521d\uff0c\u5f53\u6211\u8fd8\u662f\u5370\u5ea6\u7406\u5de5\u5b66\u9662\u5fb7\u91cc\u5206\u6821\u7684\u4e00\u540d\u672c\u79d1\u751f\u65f6\uff0c\u6211\u5728 Coursera \u4e0a\u53d1\u73b0\u4e86\u4e00\u95e8\u6df1\u5ea6\u5b66\u4e60\u8bfe\u7a0b\uff0c\u7531 Geoffrey Hinton \u8bb2\u6388\u3002\u6df1\u5ea6\u5b66\u4e60\uff08\u5728\u5f53\u65f6\uff09\u662f\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u8fb9\u7f18\u548c\u5c0f\u4f17\u5b50\u9886\u57df\uff0c\u5b83\u6709\u671b\u66f4\u52a0\u300c\u7aef\u5230\u7aef\u300d\u5e76\u4e14\u66f4\u52a0\u53d7\u4eba\u8111\u542f\u53d1\u3002<\/section>\n<section><\/section>\n<section>\u8bfe\u7a0b\u975e\u5e38\u68d2\u3002\u4e0d\u4ec5\u5f88\u597d\u5730\u89e3\u91ca\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u539f\u7406\uff0c\u8fd8\u5145\u6ee1\u4e86 Hinton \u53e4\u602a\u7684\u82f1\u5f0f\u5e7d\u9ed8\u548c\u6807\u65b0\u7acb\u5f02\u7684\u601d\u7ef4\u3002\u4f8b\u5982\uff0c\u4ed6\u5efa\u8bae\u6211\u4eec\u628a\u9ad8\u7ef4\u7a7a\u95f4\u53ef\u89c6\u5316\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0ce9f9ce69c7ed5ff6507df8cd1d3bfe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0ce9f9ce69c7ed5ff6507df8cd1d3bfe.png\"><\/a><\/section>\n<section>\u51fa\u4e8e\u5bf9\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\u7684\u597d\u5947\u548c\u5174\u594b\uff0c\u6211\u5f00\u59cb\u4ed4\u7ec6\u9605\u8bfb\u6211\u80fd\u627e\u5230\u7684\u6240\u6709\u5185\u5bb9\uff0c\u5f53\u65f6\u8fd9\u4e9b\u90fd\u662f\u7531\u5c11\u6570\u4f1f\u5927\u7814\u7a76\u4eba\u5458\u53d1\u8868\u7684\u5b66\u672f\u8bba\u6587\uff0c\u4f8b\u5982 Yoshua Bengio\uff0c\u5176\u4e2d\u8bb8\u591a\u5185\u5bb9\u7531\u4ed6\u7684\u5b9e\u9a8c\u5ba4\u7f51\u7ad9 http:\/\/deeplearning.net \u7ef4\u62a4\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-377a261a76c417db7d07c1e9eb006dec.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-377a261a76c417db7d07c1e9eb006dec.png\"><\/a><\/section>\n<section>2012 \u5e74\uff0cYoshua \u7ecf\u5e38\u5728 Quora \u4e0a\u56de\u7b54\u6709\u5173\u6df1\u5ea6\u5b66\u4e60\u7684\u95ee\u9898\u3002\u6211\u8877\u5fc3\u611f\u8c22\u4ed6\u5e2e\u52a9\u50cf\u6211\u8fd9\u6837\u7684\u5e74\u8f7b\u672c\u79d1\u751f\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-eac8bc29eeb33c1972892aec9c459ae5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-eac8bc29eeb33c1972892aec9c459ae5.png\"><\/a><\/section>\n<section>\u6211\u7533\u8bf7\u5728\u4ed6\u7684\u5b9e\u9a8c\u5ba4\u5b9e\u4e60\uff0c\u5e76\u4e14\u975e\u5e38\u60ca\u559c\u5730\u6536\u5230\u4e86\u56de\u590d\u548c\u9080\u8bf7\uff01<\/section>\n<section><\/section>\n<section>\u8fd9\u662f\u4e00\u6b21\u300c\u4e0e\u547d\u8fd0\u7684\u5e7d\u4f1a\u300d\uff0c\u5f53\u65f6\u6211\u5bf9\u8fd9\u6b21\u5373\u5c06\u5c55\u5f00\u7684\u4ea4\u6d41\u65c5\u7a0b\u7684\u610f\u4e49\u548c\u5f71\u54cd\u53ea\u6709\u4e00\u4e1d\u4e1d\u4e86\u89e3\u3002<\/section>\n<section><\/section>\n<section>\u6211\u975e\u5e38\u611f\u8c22\u5e76\u611f\u8c22 Yoshua Bengio \u4e3a\u4e16\u754c\u548c\u6211\u6240\u505a\u7684\u4e00\u5207\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0fe9843b88959e7dcde1feefc384d2d6.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0fe9843b88959e7dcde1feefc384d2d6.png\"><\/a><\/section>\n<section>\u6211\u53c2\u52a0\u9762\u8bd5\u5e76\u62ff\u5230\u4e86 offer\u30022014 \u5e74\u590f\u5929\uff0c\u6211\u539f\u672c\u6253\u7b97\u5728 Yoshua \u7684\u5b9e\u9a8c\u5ba4 (LISA) \u5b9e\u4e60\u3002<\/section>\n<section><\/section>\n<section>2014 \u5e74 5 \u6708\uff0c\u6211\u98de\u5f80\u8499\u7279\u5229\u5c14\uff0c\u5e76\u524d\u5f80\u5b9e\u9a8c\u5ba4\u3002Yoshua \u4e00\u770b\u5230\u6211\uff0c\u7acb\u523b\u5c31\u628a\u6211\u62c9\u8fdb\u4e86\u4e00\u4e2a\u623f\u95f4\u3002\u623f\u95f4\u91cc\u8fd8\u6709 Ian Goodfellow \u548c Aaron Courville\u3002Yoshua \u7ee7\u7eed\u89e3\u91ca\u4ed6\u4e00\u76f4\u5728\u601d\u8003\u7684\u4e00\u4e2a\u65b0\u60f3\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u4ed6\u8bbe\u60f3\u4e86\u4e00\u4e2a\u786e\u5b9a\u6027\u751f\u6210\u5668\u7f51\u7edc g\uff0c\u8be5\u7f51\u7edc\u4ec5\u5728\u8f93\u5165 z \u4e2d\u5177\u6709\u968f\u673a\u566a\u58f0\u3002\u8be5\u7f51\u7edc\u7684\u8f93\u51fa x = g (z) \u662f\u67d0\u4e2a\u5206\u5e03 p (x) \u7684\u6837\u672c\uff0c\u53ef\u4ee5\u662f\u4efb\u4f55\u4e1c\u897f\uff1a\u56fe\u50cf\u3001\u97f3\u9891\u3001\u6587\u672c\u3002\u4ed6\u5f3a\u8c03\u8fd9\u5c31\u662f\u6211\u4eec\u9700\u8981\u8bad\u7ec3\u7684\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u600e\u4e48\u505a\u5462\uff1f\u5728\u8fd9\u79cd\u300c\u9690\u5f0f\u300d\u7f51\u7edc\u4e2d\uff0c\u6982\u7387 p (x) \u5728\u4efb\u4f55\u5730\u65b9\u90fd\u4e0d\u662f\u663e\u5f0f\u7684\u3002\u4ed6\u8bf4\uff0c\u6211\u4eec\u5e94\u8be5\u5bf9\u751f\u6210\u5668\u7684\u8f93\u51fa\uff08\u751f\u6210\u7684\u5206\u5e03\uff09\u548c\u67d0\u4e2a\u6837\u672c\u6570\u636e\u96c6\uff08\u4e5f\u53ef\u4ee5\u662f\u56fe\u50cf\u3001\u97f3\u9891\u7b49\uff09\u8fdb\u884c\u300c\u53cc\u6837\u672c\u5206\u5e03\u5339\u914d\u300d\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u5982\u4f55\u8fdb\u884c\u5206\u5e03\u5339\u914d\u4ecd\u4e0d\u6e05\u695a\u3002\u4f5c\u4e3a\u4e00\u540d\u5e74\u8f7b\u5e7c\u7a1a\u7684\u672c\u79d1\u751f\uff0c\u6211\u63d0\u51fa\u4e86\u77e9\u5339\u914d\uff08moment matching\uff09\uff0c\u4f46\u6211\u4eec\u77e5\u9053\u77e9\u5339\u914d\u5f88\u53ef\u80fd\u65e0\u6cd5\u6269\u5c55\u5230\u9ad8\u7ef4\u6570\u636e\u3002\u5c0f\u7ec4\u91cc\u8fd8\u8ba8\u8bba\u4e86\u5176\u4ed6\u60f3\u6cd5\uff0c\u4f46\u90fd\u4e0d\u592a\u4e50\u89c2\u3002<\/section>\n<section><\/section>\n<section>\u4f46\u662f\uff0cYoshua \u5bf9\u4e8e\u8bad\u7ec3\u4e00\u4e2a\u786e\u5b9a\u6027\u566a\u58f0\u6d88\u8017\u91c7\u6837\u751f\u6210\u5668\u795e\u7ecf\u7f51\u7edc\u7684\u613f\u666f\u548c\u70ed\u60c5\u662f\u660e\u786e\u7684\uff0c\u4e5f\u662f\u9f13\u821e\u4eba\u5fc3\u7684\u3002\u5c0f\u7ec4\u51b3\u5b9a\u8fdb\u4e00\u6b65\u601d\u8003\u8fd9\u4e2a\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section>\u5c31\u5728 Les Trois Brasseurs \u5b9e\u9a8c\u5ba4\u7684\u4e00\u6b21\u665a\u5bb4\u4e0a\uff0cIan Goodfellow \u88ab\u4e00\u4e2a\u5728\u5f53\u65f6\u770b\u6765\u8fd1\u4e4e\u65e0\u7a3d\u4e4b\u8c08\u7684\u60f3\u6cd5\u6253\u52a8\u4e86\uff1a\u300c\u5982\u679c\u4f60\u80fd\u8ba9\u53e6\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u5145\u5f53\u5224\u522b\u5668\u5462\uff1f\u300d\u5728\u8fd9\u4e00\u523b\uff0c\u65b0\u7684\u524d\u6cbf\u88ab\u5f00\u62d3\u51fa\u6765\u4e86\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u65f6\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u975e\u5e38\u300c\u666e\u901a\u300d\uff1a\u4f60\u5efa\u7acb\u4e00\u4e2a\u4e3b\u795e\u7ecf\u7f51\u7edc\uff0c\u8f93\u5165\u6570\u636e\uff0c\u5f97\u5230\u9884\u6d4b\u7ed3\u679c\uff0c\u5e94\u7528\u6570\u5b66\u635f\u5931\u51fd\u6570\uff0c\u7136\u540e\u4f7f\u7528\u68af\u5ea6\u4e0b\u964d\u6cd5\u4f18\u5316\u8fd9\u4e2a\u7f51\u7edc\u3002<\/section>\n<section><\/section>\n<section>Ian \u7684\u60f3\u6cd5\u662f\u5c06\u635f\u5931\u51fd\u6570\u8bbe\u60f3\u4e3a\u4e00\u4e2a\u5b66\u4e60\u578b\u795e\u7ecf\u7f51\u7edc\u3002\u53e6\u4e00\u4e2a\u5224\u522b\u5668\u795e\u7ecf\u7f51\u7edc\u63d0\u4f9b\u635f\u5931\u548c\u68af\u5ea6\u6765\u8bad\u7ec3\u751f\u6210\u5668\u795e\u7ecf\u7f51\u7edc\uff0c\u800c\u4e0d\u662f\u4f18\u5316\u4e00\u4e2a\u56fa\u5b9a\u7684\u65b9\u6cd5\u635f\u5931\u3002\u6000\u7591\u662f\u5f88\u81ea\u7136\u7684\uff1a\u600e\u4e48\u4e0d\u4f1a\u5168\u90e8\u5d29\u6e83\u4e3a\u9000\u5316\u8f93\u51fa\uff1f\u9e21\u751f\u86cb\u86cb\u751f\u9e21\u7684\u56f0\u5883\u6bd4\u6bd4\u7686\u662f\u3002\u5224\u522b\u5668\u4ece\u4f55\u800c\u6765\uff1f<\/section>\n<section><\/section>\n<section>\u4f46 Ian \u5bf9\u6b64\u4e5f\u6709\u81ea\u5df1\u7684\u60f3\u6cd5\u3002\u5224\u522b\u5668\u548c\u751f\u6210\u5668\u8981\u8fdb\u884c\u96f6\u548c\u535a\u5f08\uff0c\u751f\u6210\u5668\u8981\u52aa\u529b\u505a\u5230\u4e0e\u6570\u636e\u65e0\u5dee\u522b\uff0c\u800c\u5224\u522b\u5668\u8981\u52aa\u529b\u5f04\u6e05\u663e\u793a\u7684\u662f\u751f\u6210\u6837\u672c\u8fd8\u662f\u771f\u5b9e\u6837\u672c\u3002\u6216\u8bb8\uff0c\u8fd9\u53ef\u884c\uff1f<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\u5929\uff0c\u5b9e\u9a8c\u5ba4\u7684\u6bcf\u4e2a\u4eba\u90fd\u6536\u5230\u4e86\u8fd9\u5c01\u90ae\u4ef6\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6d5516c2d48b67fd44fe235455fe3b8f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6d5516c2d48b67fd44fe235455fe3b8f.png\"><\/a><\/section>\n<section>\u5728\u4e00\u4e2a\u665a\u4e0a\u7684\u7f16\u7801\u548c\u8fd0\u884c\u5b9e\u9a8c\u4e2d\uff0cIan \u4f7f\u7b2c\u4e00\u4e2a\u751f\u6210\u5f0f\u5bf9\u6297\u7f51\u5f00\u59cb\u5de5\u4f5c\u3002\u8fd9\u4e9b\u662f MNIST \u4e0a\u7684\u7b2c\u4e00\u6279\u6837\u672c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-888cf73d759b264aba763cce5f3e2ca0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-888cf73d759b264aba763cce5f3e2ca0.png\"><\/a><\/section>\n<section>\u6211\u5f53\u65f6\u6b63\u5728\u7814\u7a76\u7c7b\u4f3c\u7684\u4e1c\u897f\uff0c\u7528\u975e\u795e\u7ecf\u5224\u522b\u5668\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u6548\u679c\u8fdc\u8fdc\u4e0d\u591f\u3002\u6211\u51b3\u5b9a\u5e2e\u52a9 Ian \u5f00\u53d1 GAN\u3002\u5f53\u65f6\uff0cNeurIPS 2014 \u7684\u63d0\u4ea4\u622a\u6b62\u65e5\u671f\u53ea\u5269\u4e00\u5468\u4e86\u3002\u6211\u4eec\u51b3\u5b9a\uff0c\u5982\u679c\u6211\u4eec\u80fd\u6293\u7d27\u65f6\u95f4\uff0c\u6211\u4eec\u5c31\u80fd\u63d0\u4ea4\u4e00\u7bc7\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section>\u5728\u63a5\u4e0b\u6765\u7684\u51e0\u5929\u91cc\uff0c\u6211\u4eec\u8bbe\u7acb\u4e86\u8bc4\u4f30\u6807\u51c6\u6765\u4e0e\u73b0\u6709\u7684\u751f\u6210\u6a21\u578b\u8fdb\u884c\u6bd4\u8f83\uff0c\u5c1d\u8bd5\u4e86\u4e0d\u540c\u7684\u67b6\u6784\u3001\u566a\u58f0\u51fd\u6570\u548c\u535a\u5f08\u516c\u5f0f\u3002Jean\u3001Yoshua \u548c\u6211\u53d1\u73b0\u4e86\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7684\u535a\u5f08\u662f\u6536\u655b\u7684\uff0c\u5e76\u4e14\u5728\u5747\u8861\u72b6\u6001\u4e0b\u6700\u5c0f\u5316\u4e86 JS \u6563\u5ea6\uff08Jensen-Shannon Divergence\uff09\u3002<\/section>\n<section><\/section>\n<section>\u6211\u4eec\u514b\u670d\u4e86\u91cd\u91cd\u56f0\u96be\uff0c\u5411 NeurIPS \u63d0\u4ea4\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u5176\u4e2d\u5305\u542b\u4e86\u6211\u4eec\u4e0a\u4e00\u5468\u5b8c\u6210\u7684\u6240\u6709\u5de5\u4f5c\u3002GAN \u4f5c\u4e3a posted presentation \u88ab\u63a5\u53d7\u3002<\/section>\n<section><\/section>\n<section>\u6211\u8bb0\u5f97\uff0c\u5728\u6211\u4eec\u5174\u594b\u4e0d\u5df2\u7684\u540c\u65f6\uff0c\u4e5f\u77e5\u9053 GAN \u7684\u8bad\u7ec3\u52a8\u6001\u662f\u51fa\u4e86\u540d\u7684\u4e0d\u7a33\u5b9a\u3002\u5927\u591a\u6570\u5408\u8457\u8005\u5f00\u59cb\u7814\u7a76\u5176\u4ed6\u6a21\u578b\u67b6\u6784\uff0c\u8bd5\u56fe\u89e3\u51b3\u6211\u4eec\u5728 GAN \u4e0a\u53d1\u73b0\u7684\u95ee\u9898\u3002GAN \u8bba\u6587\u5728 12 \u6708\u4efd\u8fdb\u884c\u4e86\u5c55\u793a\uff0c\u4f46\u5927\u90e8\u5206\u65f6\u95f4\u90fd\u662f\u88ab\u5ffd\u89c6\u7684\u3002<\/section>\n<section><\/section>\n<section>\u51e0\u4e2a\u6708\u540e\u7684 2015 \u5e74 8 \u6708\uff0cAlec Radford \u5f00\u59cb\u53d1\u5e03\u4ed6\u4e00\u76f4\u5728\u73a9\u7684\u5377\u79ef GAN \u7684\u6837\u672c\u3002\u6ca1\u9519\uff0c\u8fd9\u5c31\u662f\u51e0\u4e4e\u662f OpenAI \u6240\u6709\u7a81\u7834\u7684\u5e55\u540e\u529f\u81e3 Alec Radford\u30022015 \u5e74\uff0c\u4ed6\u6b63\u5728\u6363\u9f13\u5377\u79ef\u7f51\u7edc\u3001BatchNorm \u548c GAN\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f12b132162ec999fb62fe221e8bc8a20.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-f12b132162ec999fb62fe221e8bc8a20.png\"><\/a><\/section>\n<section>\u6211\u65e0\u6cd5\u5ba2\u89c2\u5730\u63cf\u8ff0 DCGAN \u4e4b\u540e\u4eba\u4eec\u5bf9 GAN \u5174\u8da3\u7684\u6fc0\u589e\u3002\u4f46\u6211\u60f3\u5f3a\u8c03\u7684\u662f\uff0cGAN \u7684\u53d1\u5c55\u5982\u4f55\u88ab\u6070\u5f53\u5730\u7528\u4f5c\u4eba\u5de5\u667a\u80fd\u6574\u4f53\u8fdb\u6b65\u7684\u8c61\u5f81\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u524d\uff0c\u5927\u5bb6\u4f1a\u7528\u4e0b\u9762\u8fd9\u5f20\u56fe\u8868\u8fbe\u56fe\u50cf\u751f\u6210\u9886\u57df\u7684\u7a81\u7834\u6027\u6f14\u53d8\uff0c\u4f46\u73b0\u5728\u5df2\u7ecf\u8fc7\u65f6\u4e86\uff0c\u56e0\u4e3a\u73b0\u5728\u7684\u56fe\u50cf\u751f\u6210\u6a21\u578b\u5df2\u7ecf\u80fd\u591f\u751f\u6210\u767e\u4e07\u50cf\u7d20\u7684\u56fe\u7247\uff0c\u751a\u81f3\u7535\u5f71\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d7e6b3a65f7f8fcf0c13a5d73a669c11.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-d7e6b3a65f7f8fcf0c13a5d73a669c11.png\"><\/a><\/section>\n<section>\u81f3\u4e8e\u6211\u7684\u4e2a\u4eba\u7ecf\u5386\uff0cGAN \u4f5c\u4e3a\u6211\u7684\u7b2c\u4e00\u7bc7\u5b66\u672f\u8bba\u6587\u65e2\u662f\u798f\u97f3\u4e5f\u662f\u8bc5\u5492\u3002\u4e00\u4f4d DeepMind \u7814\u7a76\u5458\u66fe\u5f00\u73a9\u7b11\u8bf4\uff0c\u6211\u53ef\u80fd\u5df2\u7ecf\u5b8c\u6210\u4e86\u6211\u6700\u4f1f\u5927\u7684\u5de5\u4f5c\uff0c\u6240\u4ee5\u6211\u8fd8\u4e0d\u5982\u9000\u4f11\u3002<\/section>\n<section><\/section>\n<section>\u4eba\u4eec\u5e38\u5e38\u8bef\u4ee5\u4e3a\u5f53\u524d\u7684\u6280\u672f\u7a81\u7834\u662f\u6700\u7ec8\u7684\u521b\u65b0\uff0c\u6211\u4eec\u603b\u662f\u503e\u5411\u4e8e\u8ba4\u4e3a\u300c\u5c31\u662f\u8fd9\u6837\uff0c\u8fd9\u662f\u6700\u540e\u7684\u53d1\u660e\u300d\u3002\u4f46\u4e8b\u5b9e\u5e76\u975e\u5982\u6b64\u3002<\/section>\n<section><\/section>\n<section>CNN \u611f\u89c9\u50cf\u662f\u6700\u540e\u7684\u53d1\u660e\uff0c\u4f46\u4e8b\u5b9e\u5e76\u975e\u5982\u6b64\u3002<\/section>\n<section><\/section>\n<section>GAN \u611f\u89c9\u50cf\u662f\u6700\u540e\u7684\u53d1\u660e\uff0c\u4e5f\u975e\u5982\u6b64\u3002<\/section>\n<section><\/section>\n<section>LSTM \u540c\u6837\u4e5f\u662f\u3002<\/section>\n<section><\/section>\n<section>\u8fd8\u6709 ResNets\u3001DQN\u3001AlphaGo\u3001AlphaZero\u3001MuZero \u7b49\u7b49\uff0c\u8fd9\u4e9b\u90fd\u4e0d\u662f\u6700\u540e\u7684\u53d1\u660e\u3002<\/section>\n<section><\/section>\n<section>\u4e8b\u540e\u770b\u6765\uff0c\u300c\u8fd9\u662f\u6700\u540e\u7684\u53d1\u660e\u300d\u603b\u662f\u6709\u70b9\u6ed1\u7a3d\u3002\u60f3\u60f3\u73b0\u5728\uff0cTransformer \u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u73b0\u5728\u88ab\u8ba4\u4e3a\u662f\u6700\u540e\u4e00\u9879\u53d1\u660e\uff0c\u4f46\u5e76\u4e0d\u662f\u3002<\/section>\n<section><\/section>\n<section>\u6211\u6700\u8fd1\u79bb\u5f00\u4e86\u524d\u6cbf\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff0c\u521b\u529e\u4e86\u4e00\u5bb6\u516c\u53f8\uff0c\u6253\u9020\u4e00\u4e9b\u975e\u5e38\u68d2\u7684\u4e1c\u897f\u3002\u6211\u5c06\u5f88\u5feb\u5206\u4eab\u66f4\u591a\u5173\u4e8e\u8fd9\u65b9\u9762\u7684\u4fe1\u606f\u3002\u656c\u8bf7\u671f\u5f85\u3002<\/section>\n<section><\/section>\n<section>\u5bf9\u4e8e\u83b7\u5f97 NeurIPS \u65f6\u95f4\u68c0\u9a8c\u5956\u7684\u90a3\u7bc7\u8bba\u6587\u300aGenerative Adversarial Nets\u300b\uff0c\u6211\u975e\u5e38\u611f\u8c22 Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Aaron Courville, Yoshua Bengio\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/x.com\/sherjilozair\/status\/1864013618721001710<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-06\" target=\"_blank\">GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[55,65],"class_list":["post-37080","post","type-post","status-publish","format-standard","hentry","category-news","tag-55","tag-65"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=37080\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=37080\",\"url\":\"https:\/\/17aitech.com\/?p=37080\",\"name\":\"GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=37080#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=37080#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png\",\"datePublished\":\"2025-01-22T17:00:55+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=37080#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=37080\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=37080#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=37080#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=37080","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=37080","url":"https:\/\/17aitech.com\/?p=37080","name":"GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=37080#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=37080#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png","datePublished":"2025-01-22T17:00:55+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=37080#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=37080"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=37080#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-9d63d711f752347f0500ba764da2d8d1.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=37080#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"GAN\u4f5c\u8005\u8ffd\u5fc6\u5f80\u4e8b\uff1a\u8bba\u6587\u662fDDL\u524d\u4e00\u5468\u5f00\u59cb\u5199\u7684\uff0c\u6700\u521d\u5728NeurIPS\u5927\u4f1a\u65e0\u4eba\u95ee\u6d25"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/37080","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=37080"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/37080\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=37080"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=37080"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=37080"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}