{"id":36890,"date":"2025-01-20T16:00:25","date_gmt":"2025-01-20T08:00:25","guid":{"rendered":"https:\/\/17aitech.com\/?p=36890"},"modified":"2025-01-20T16:00:25","modified_gmt":"2025-01-20T08:00:25","slug":"%e5%88%9a%e5%88%9a%ef%bc%8cilya%e7%9a%84seq2seq%e3%80%81ian%e7%9a%84gan%e8%8e%b7neurips%e6%97%b6%e9%97%b4%e6%a3%80%e9%aa%8c%e5%a5%96","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36890","title":{"rendered":"\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-28\" target=\"_blank\">\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956<\/a><\/p>\n<section>\u521a\u521a\uff0cNeurIPS \u5b98\u65b9\u516c\u5e03\u4e86 2024 \u5e74\u5ea6\u7684\u65f6\u95f4\u68c0\u9a8c\u5956\uff0c\u7834\u5929\u8352\u7684\u9881\u7ed9\u4e86\u4e24\u7bc7\u8bba\u6587\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u7bc7\u662f Ian Goodfellow \u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\uff0c\u4e00\u7bc7\u662f Ilya Sutskever \u7684 Seq2Seq\u3002<\/section>\n<section><\/section>\n<section>\u4f46 10 \u5e74\u524d\u7684\u8fd9\u4e24\u7bc7\u8bba\u6587\u83b7\u5f97\u65f6\u95f4\u68c0\u9a8c\u5956\uff0c\u4e5f\u53ef\u4ee5\u8bf4\u662f\u5b9e\u81f3\u540d\u5f52\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png\"><\/a><\/section>\n<section>\u300c\u4eca\u5e74\uff0c\u6211\u4eec\u7834\u4f8b\u9881\u53d1\u4e86\u4e24\u7bc7\u65f6\u95f4\u68c0\u9a8c\u8bba\u6587\u5956\uff0c\u56e0\u4e3a\u8fd9\u4e24\u7bc7\u8bba\u6587\u5bf9\u6574\u4e2a\u9886\u57df\u7684\u5f71\u54cd\u6bcb\u5eb8\u7f6e\u7591\u3002\u300d<\/section>\n<section><\/section>\n<section>Jeff Dean \u4e5f\u53d1\u6765\u795d\u8d3a\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8147ad3e46c492a036e67fefd6c2773e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8147ad3e46c492a036e67fefd6c2773e.png\"><\/a><\/section>\n<section><strong>\u8bba\u6587 1\uff1aGenerative Adversarial Nets<\/strong><\/section>\n<section><\/section>\n<section>\u83b7\u5f97 NeurIPS \u65f6\u95f4\u68c0\u9a8c\u5956\u7684\u5176\u4e2d\u4e00\u7bc7\u8bba\u6587\u662f\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>Ian Goodfellow \u672c\u79d1\u4e0e\u7855\u58eb\u5c31\u8bfb\u4e8e\u65af\u5766\u798f\u5927\u5b66\uff0c\u5e08\u4ece\u5434\u6069\u8fbe\uff0c\u535a\u58eb\u9636\u6bb5\u5219\u8ddf\u968f Yoshua Bengio \u7814\u7a76\u673a\u5668\u5b66\u4e60\u3002\u4ed6\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u6210\u5c31\u662f\u5728 2014 \u5e74 6 \u6708\u63d0\u51fa\u4e86\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u3002<\/section>\n<section><\/section>\n<section>GAN \u5728\u56fe\u50cf\u751f\u6210\u9886\u57df\u53d6\u5f97\u4e86\u91cd\u5927\u7a81\u7834\uff0c\u53ef\u4ee5\u7a81\u7834\u6027\u5730\u751f\u6210\u52a8\u7269\u3001\u98ce\u666f\u4ee5\u53ca\u4eba\u8138\u7b49\u9ad8\u5ea6\u903c\u771f\u7684\u5408\u6210\u56fe\u50cf\u3002\u8fd9\u4e00\u6982\u5ff5\u884d\u751f\u51fa\u4f17\u591a\u53d8\u4f53\uff0c\u6210\u4e3a\u673a\u5668\u5b66\u4e60\u754c\u6700\u706b\u70ed\u7684\u8ba8\u8bba\u8bdd\u9898\uff0c\u4e0e GAN \u6709\u5173\u7684\u8bba\u6587\u4e0d\u65ad\u6d8c\u73b0\u3002<\/section>\n<section><\/section>\n<section>Ian Goodfellow \u7684\u5c65\u5386\u6d89\u53ca OpenAI\u3001\u8c37\u6b4c\u3001\u82f9\u679c\u7b49\u591a\u5bb6\u79d1\u6280\u516c\u53f8\u3002\u5728\u6700\u8fd1\u4e00\u6b21 2022 \u5e74\u79bb\u5f00\u82f9\u679c\u540e\uff0c\u4ed6\u56de\u5230\u4e86 Google DeepMind \u62c5\u4efb\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4586c4ca95383a56343052fca05ab50c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4586c4ca95383a56343052fca05ab50c.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>\u622a\u81f3 NeurIPS \u63ed\u6653\u5956\u9879\u65f6\uff0c\u300cGAN\u300d\u7684\u8bba\u6587\u5df2\u88ab\u5f15\u7528\u8d85\u8fc7 85000 \u6b21\uff0c\u662f\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>\u8bba\u6587\u4ecb\u7ecd\uff1a\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u6846\u67b6\uff0c\u901a\u8fc7\u5bf9\u6297\u8fc7\u7a0b\u6765\u4f30\u8ba1\u751f\u6210\u6a21\u578b\uff0c\u4ed6\u4eec\u540c\u65f6\u8bad\u7ec3\u4e24\u4e2a\u6a21\u578b\uff1a\u4e00\u4e2a\u751f\u6210\u6a21\u578b G\uff0c\u7528\u4e8e\u6355\u6349\u6570\u636e\u5206\u914d\uff1b\u4e00\u4e2a\u5224\u522b\u6a21\u578b D\uff0c\u7528\u4e8e\u4f30\u8ba1\u67d0\u4e2a\u6837\u672c\u662f\u6765\u81ea\u8bad\u7ec3\u6570\u636e\u7684\u6982\u7387\uff0c\u8fd8\u662f\u6765\u81ea G \u751f\u6210\u7684\u6982\u7387\u3002\u751f\u6210\u6a21\u578b G \u7684\u8bad\u7ec3\u76ee\u6807\u662f\u6700\u5927\u5316\u5224\u522b\u6a21\u578b D \u51fa\u9519\u7684\u6982\u7387\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u6846\u67b6\u5bf9\u5e94\u4e8e\u6781\u5c0f\u6781\u5927\u53cc\u4eba\u535a\u5f08\u3002\u5728\u4efb\u610f\u51fd\u6570 G \u548c D \u7684\u7a7a\u95f4\u4e2d\uff0c\u5b58\u5728\u552f\u4e00\u89e3\uff0c\u5176\u4e2d G \u6062\u590d\u8bad\u7ec3\u6570\u636e\u5206\u5e03\uff0c\u800c D \u5904\u5904\u7b49\u4e8e 1\/2\u3002\u5728 G \u548c D \u7531\u591a\u5c42\u611f\u77e5\u5668\u5b9a\u4e49\u7684\u60c5\u51b5\u4e0b\uff0c\u6574\u4e2a\u7cfb\u7edf\u53ef\u4ee5\u7528\u53cd\u5411\u4f20\u64ad\u8fdb\u884c\u8bad\u7ec3\u3002\u5728\u8bad\u7ec3\u6216\u751f\u6210\u6837\u672c\u671f\u95f4\u4e0d\u9700\u8981\u4efb\u4f55\u9a6c\u5c14\u53ef\u592b\u94fe\u6216\u5c55\u5f00\u7684\u8fd1\u4f3c\u63a8\u7406\u7f51\u7edc\u3002<\/section>\n<section><\/section>\n<section>\u751f\u6210\u5bf9\u6297\u7f51\u7edc\u7684\u5c0f\u6279\u91cf\u968f\u673a\u68af\u5ea6\u4e0b\u964d\u8bad\u7ec3\u7b97\u6cd5\u5982\u4e0b\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-017122cdc160021b6b01c27aaedc331f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-017122cdc160021b6b01c27aaedc331f.png\"><\/a><\/section>\n<section>\u4e0b\u56fe\u5c55\u793a\u4e86\u7ecf\u8fc7\u5bf9\u6297\u8bad\u7ec3\u4e4b\u540e\u4ece\u751f\u6210\u5668\u7f51\u7edc\u4e2d\u63d0\u53d6\u7684\u6837\u672c\uff0c\u51f8\u663e\u4e86\u5bf9\u6297\u6846\u67b6\u7684\u6f5c\u529b\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aeca2064f659038b4a94d32d8a62d756.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-aeca2064f659038b4a94d32d8a62d756.png\"><\/a><\/section>\n<section><strong>\u8bba\u6587 2: Sequence to Sequence Learning with Neural Networks<\/strong><\/section>\n<section><\/section>\n<section>\u83b7\u5f97\u4eca\u5e74 NeurIPS \u65f6\u95f4\u68c0\u9a8c\u5956\u7684\u53e6\u5916\u4e00\u7bc7\u8bba\u6587\u662f Ilya Sutskever\u3001Oriol Vinyals\u3001Quoc V. Le \u4e09\u4eba\u5728\u8c37\u6b4c\u5408\u4f5c\u5b8c\u6210\u7684\u3002<\/section>\n<section><\/section>\n<section>\u5f53\u65f6\uff0c\u8c37\u6b4c\u6536\u8d2d\u4e86 Hinton \u7684\u516c\u53f8 DNNResearch\uff0c\u5e76\u8058\u8bf7 Ilya Sutskever \u62c5\u4efb\u8c37\u6b4c\u5927\u8111\u7814\u7a76\u79d1\u5b66\u5bb6\u3002\u52a0\u5165\u8c37\u6b4c\u7684 Sutskever \u5168\u8eab\u5fc3\u5730\u6295\u5165\u5230\u5e8f\u5217\u5efa\u6a21\u95ee\u9898\u4e2d\uff0c\u5b83\u53ef\u4ee5\u5e94\u7528\u4e8e\u8bed\u97f3\uff0c\u6587\u672c\u548c\u89c6\u9891\uff0c\u5176\u4e2d\u7684\u4e00\u4e2a\u975e\u5e38\u5b9e\u9645\u7684\u5e94\u7528\u5c31\u662f\u673a\u5668\u7ffb\u8bd1\u3002<\/section>\n<section><\/section>\n<section>2014 \u5e74\uff0cSutskever \u4e0e\u8c37\u6b4c\u7814\u7a76\u5458 Oriol Vinyals \u548c Quoc Le \u4e00\u8d77\u63d0\u51fa\u4e86 Seq2seq \u5b66\u4e60\uff08Sequence to Sequence Learning\uff09\u3002\u5b83\u8f93\u5165\u6bd4\u5982\u4e00\u53e5\u82f1\u6587\u7684\u5e8f\u5217\u7ed3\u6784\uff0c\u518d\u5c06\u5176\u6620\u5c04\u5230\u4e5f\u5177\u6709\u5e8f\u5217\u7ed3\u6784\u7684\u4e00\u53e5\u6cd5\u6587\u4e0a\u3002\u8be5\u65b9\u6cd5\u5c31\u6b64\u5f00\u542f\u4e86 RNN \u5e7f\u6cdb\u5e94\u7528\u4e8e\u8bed\u8a00\u4efb\u52a1\u7684\u65f6\u4ee3\u3002\u8fd9\u9879\u7814\u7a76\u88ab\u5e94\u7528\u4e8e\u673a\u5668\u7ffb\u8bd1\uff0c\u5728\u5927\u578b\u6570\u636e\u96c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u57fa\u4e8e\u77ed\u8bed\u7684\u7edf\u8ba1\u673a\u5668\u7ffb\u8bd1\u57fa\u7ebf\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-572bd3c61ffe9528bbbe997ff4ffba63.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-572bd3c61ffe9528bbbe997ff4ffba63.png\"><\/a><\/section>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/1409.3215<\/section>\n<\/li>\n<li>\n<section>\u4f5c\u8005\uff1aIlya Sutskever, Oriol Vinyals, Quoc V. Le<\/section>\n<\/li>\n<li>\n<section>\u673a\u6784\uff1a\u8c37\u6b4c<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u8bba\u6587\u4ecb\u7ecd\uff1a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc (DNN) \u662f\u5f3a\u5927\u7684\u6a21\u578b\uff0c\u5728\u56f0\u96be\u7684\u5b66\u4e60\u4efb\u52a1\u4e0a\u53d6\u5f97\u4e86\u4f18\u5f02\u7684\u6027\u80fd\u3002\u5c3d\u7ba1\u53ea\u8981\u6709\u5927\u578b\u6807\u8bb0\u8bad\u7ec3\u96c6\u53ef\u7528\uff0cDNN \u5c31\u80fd\u5f88\u597d\u5730\u5de5\u4f5c\uff0c\u4f46\u5b83\u4eec\u4e0d\u80fd\u7528\u4e8e\u5c06\u5e8f\u5217\u6620\u5c04\u5230\u5e8f\u5217\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u7528\u7684\u7aef\u5230\u7aef\u5e8f\u5217\u5b66\u4e60\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u5bf9\u5e8f\u5217\u7ed3\u6784\u505a\u51fa\u6700\u5c11\u7684\u5047\u8bbe\uff0c\u4f7f\u7528\u591a\u5c42\u957f\u77ed\u671f\u8bb0\u5fc6 (LSTM) \u5c06\u8f93\u5165\u5e8f\u5217\u6620\u5c04\u5230\u56fa\u5b9a\u7ef4\u5ea6\u7684\u5411\u91cf\uff0c\u7136\u540e\u4f7f\u7528\u53e6\u4e00\u4e2a\u6df1\u5ea6 LSTM \u4ece\u5411\u91cf\u89e3\u7801\u76ee\u6807\u5e8f\u5217\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ebf7609861b5eab78c7ce90d8a821da9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ebf7609861b5eab78c7ce90d8a821da9.png\"><\/a><\/section>\n<section>\u4e3b\u8981\u7814\u7a76\u7ed3\u679c\u662f\uff0c\u5728 WMT&#8217;14 \u6570\u636e\u96c6\u7684\u82f1\u8bed\u5230\u6cd5\u8bed\u7ffb\u8bd1\u4efb\u52a1\u4e2d\uff0cLSTM \u751f\u6210\u7684\u7ffb\u8bd1\u5728\u6574\u4e2a\u6d4b\u8bd5\u96c6\u4e0a\u7684 BLEU \u5f97\u5206\u4e3a 34.8\uff0c\u5176\u4e2d LSTM \u7684 BLEU \u5f97\u5206\u56e0\u8bcd\u6c47\u5916\u7684\u5185\u5bb9\u800c\u53d7\u5230\u60e9\u7f5a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4f6b4283cb0928ee4a069ff29c6d1ae4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-4f6b4283cb0928ee4a069ff29c6d1ae4.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0cLSTM \u5728\u5904\u7406\u957f\u53e5\u5b50\u65f6\u6ca1\u6709\u56f0\u96be\u3002\u4f5c\u4e3a\u6bd4\u8f83\uff0c\u57fa\u4e8e\u77ed\u8bed\u7684 SMT \u7cfb\u7edf\u5728\u540c\u4e00\u6570\u636e\u96c6\u4e0a\u7684 BLEU \u5f97\u5206\u4e3a 33.3\u3002\u5f53\u4f7f\u7528 LSTM \u5bf9\u4e0a\u8ff0 SMT \u7cfb\u7edf\u4ea7\u751f\u7684 1000 \u4e2a\u5047\u8bbe\u8fdb\u884c\u91cd\u65b0\u6392\u5e8f\u65f6\uff0c\u5176 BLEU \u5f97\u5206\u589e\u52a0\u5230 36.5\uff0c\u8fd9\u63a5\u8fd1\u4e8e\u4e4b\u524d\u5728\u8be5\u4efb\u52a1\u4e0a\u7684\u6700\u4f73\u7ed3\u679c\u3002LSTM \u8fd8\u5b66\u4e60\u4e86\u5bf9\u8bcd\u5e8f\u654f\u611f\u4e14\u5bf9\u4e3b\u52a8\u8bed\u6001\u548c\u88ab\u52a8\u8bed\u6001\u76f8\u5bf9\u4e0d\u53d8\u7684\u654f\u611f\u77ed\u8bed\u548c\u53e5\u5b50\u8868\u5f81\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-52e49f06b6af7e5142a8a935fcaeae4c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-52e49f06b6af7e5142a8a935fcaeae4c.png\"><\/a><\/section>\n<section>\u6700\u540e\uff0c\u4f5c\u8005\u53d1\u73b0\u53cd\u8f6c\u6240\u6709\u6e90\u53e5\u5b50\uff08\u4e0d\u662f\u76ee\u6807\u53e5\u5b50\uff09\u4e2d\u7684\u5355\u8bcd\u987a\u5e8f\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8 LSTM \u7684\u6027\u80fd\uff0c\u56e0\u4e3a\u8fd9\u6837\u505a\u4f1a\u5728\u6e90\u53e5\u5b50\u548c\u76ee\u6807\u53e5\u5b50\u4e4b\u95f4\u5f15\u5165\u8bb8\u591a\u77ed\u671f\u4f9d\u8d56\u5173\u7cfb\uff0c\u4ece\u800c\u4f7f\u4f18\u5316\u95ee\u9898\u53d8\u5f97\u66f4\u5bb9\u6613\u3002<\/section>\n<section><\/section>\n<section>\u968f\u7740\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548c\u57fa\u7840\u6a21\u578b\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u4eba\u5de5\u667a\u80fd\u53ca\u5176\u5e94\u7528\u6b63\u5728\u7ecf\u5386\u8303\u5f0f\u8f6c\u53d8\uff0c\u6574\u4e2a\u9886\u57df\u53d7\u76ca\u4e8e Seq2Seq \u5960\u5b9a\u7684\u57fa\u7840\u3002\u81f3\u4eca\uff0c\u8bba\u6587\u7684\u5f15\u7528\u91cf\u8d85\u8fc7 27000 \u6b21\u3002<\/section>\n<section><\/section>\n<section>\u5b83\u4e3a\u7f16\u7801\u5668 &#8211; \u89e3\u7801\u5668\u67b6\u6784\u7684\u63d0\u51fa\u5960\u5b9a\u4e86\u57fa\u77f3\uff0c\u5e76\u542f\u53d1\u4e86\u540e\u7eed\u57fa\u4e8e\u6ce8\u610f\u529b\u673a\u5236\u7684\u7814\u7a76\uff0c\u63a8\u52a8\u4e86\u5982\u4eca\u57fa\u7840\u6a21\u578b\u7814\u7a76\u7684\u84ec\u52c3\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section><em><sup>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/blog.neurips.cc\/2024\/11\/27\/announcing-the-neurips-2024-test-of-time-paper-awards\/<\/sup><\/em><\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-28\" target=\"_blank\">\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u521a\u521a\uff0cIlya\u7684Seq [&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],"class_list":["post-36890","post","type-post","status-publish","format-standard","hentry","category-news","tag-55"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956 - \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=36890\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=36890\",\"url\":\"https:\/\/17aitech.com\/?p=36890\",\"name\":\"\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=36890#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=36890#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png\",\"datePublished\":\"2025-01-20T08:00:25+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=36890#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=36890\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=36890#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=36890#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956\"}]},{\"@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":"\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956 - \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=36890","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=36890","url":"https:\/\/17aitech.com\/?p=36890","name":"\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=36890#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=36890#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png","datePublished":"2025-01-20T08:00:25+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=36890#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=36890"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=36890#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-0d1be17de61328a0f4f6e112610d251c.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=36890#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u521a\u521a\uff0cIlya\u7684Seq2Seq\u3001Ian\u7684GAN\u83b7NeurIPS\u65f6\u95f4\u68c0\u9a8c\u5956"}]},{"@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\/36890","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=36890"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/36890\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36890"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=36890"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=36890"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}