{"id":2831,"date":"2024-10-08T16:12:38","date_gmt":"2024-10-08T08:12:38","guid":{"rendered":"https:\/\/www.ihub1.com\/?p=2831"},"modified":"2024-10-08T16:13:51","modified_gmt":"2024-10-08T08:13:51","slug":"bengio%e7%b2%be%e7%ae%80%e4%ba%86%e4%bc%a0%e7%bb%9frnn%ef%bc%8c%e6%80%a7%e8%83%bd%e5%8f%af%e4%b8%8etransformer%e5%aa%b2%e7%be%8e","status":"publish","type":"post","link":"https:\/\/www.ihub1.com\/index.php\/2024\/10\/08\/bengio%e7%b2%be%e7%ae%80%e4%ba%86%e4%bc%a0%e7%bb%9frnn%ef%bc%8c%e6%80%a7%e8%83%bd%e5%8f%af%e4%b8%8etransformer%e5%aa%b2%e7%be%8e\/","title":{"rendered":"Bengio\u7cbe\u7b80\u4e86\u4f20\u7edfRNN\uff0c\u6027\u80fd\u53ef\u4e0eTransformer\u5ab2\u7f8e"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2831\" class=\"elementor elementor-2831\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9f5df4d e-flex e-con-boxed e-con e-parent\" data-id=\"9f5df4d\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ca549e elementor-widget elementor-widget-text-editor\" data-id=\"6ca549e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p id=\"32KQU9EO\">\u6df1\u5ea6\u5b66\u4e60\u4e09\u5de8\u5934\u4e4b\u4e00\u7684<strong>Yoshua Bengio<\/strong>\uff0c\u521a\u521a\u53d1\u5e03\u4e86\u4e00\u7bc7\u6709\u8da3\u7684\u65b0\u8bba\u6587\u2014\u2014<\/p><p>\u00a0<\/p><blockquote id=\"32KQU9GR\">RNN\u5c31\u662f\u6240\u9700\u7684\u5168\u90e8\u5417\uff1f<br \/><strong>Were RNNs All We Needed?<\/strong><\/blockquote><p>\u00a0<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2Fc61d62cbj00sktex0001bd000u000dkm.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9ER\">\u4e0d\u4ec5\u8bba\u6587\u7684\u540d\u5b57\u6709\u610f\u601d\uff0c\u5176\u7ed3\u8bba\u66f4\u662f\u7cbe\u5f69\u3002<\/p><p id=\"32KQU9ES\">\u7814\u7a76\u8868\u660e\uff0c\u7cbe\u7b80\u5341\u51e0\u5e74\u524d\u7684RNN\u4eec\uff0c\u6027\u80fd\u4e0a\u53ef\u4ee5\u4e0e\u6700\u8fd1\u5e8f\u5217\u6a21\u578b\uff08\u5982Transformer\u7b49\uff09\u76f8\u5ab2\u7f8e\uff01<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"http:\/\/dingyue.ws.126.net\/2024\/1004\/c5192e41g00sktex0004md0008k0069m.gif\" \/><br \/><br \/><\/p><p id=\"32KQU9EU\">\u5177\u4f53\u800c\u8a00\uff0cBengio\u7b49\u4eba\u91cd\u65b0\u5ba1\u89c6\u4e86\u8bf8\u5982LSTM\uff081997\uff09\u548cGRU\uff082014\uff09\u8fd9\u4e9b\u4f20\u7edf\u7684RNN\uff0c\u8ba4\u4e3a\u8fd9\u4e9b\u6a21\u578b\u7684\u7f3a\u70b9\u662f\u7531\u4e8e\u9700\u8981\u65f6\u95f4\u53cd\u5411\u4f20\u64ad \uff08BPTT\uff09 \u800c\u5bfc\u81f4\u901f\u5ea6\u8f83\u6162\u3002<\/p><p id=\"32KQU9EV\">\u6240\u4ee5\u4ed6\u4eec\u76f4\u63a5\u5927\u5200\u9614\u65a7\u5730<strong>\u79fb\u9664\u4e86LSTM\u548cGRU\u4e2d\u7684\u9690\u85cf\u72b6\u6001\u4f9d\u8d56<\/strong>\uff0c\u8ba9\u5b83\u4eec\u4e0d\u518d\u9700\u8981BPTT\uff0c\u4ece\u800c\u53ef\u4ee5\u9ad8\u6548\u5730\u5e76\u884c\u8bad\u7ec3\u3002<\/p><p id=\"32KQU9F0\">\u800c\u7cbe\u7b80\u6539\u826f\u7248\u7684RNN\u4eec\uff0c\u540d\u5b57\u5206\u522b\u53eb\u505a<strong>minLSTM<\/strong>\u548c<strong>minGRU<\/strong>\u3002<\/p><p id=\"32KQU9F1\">\u5b83\u4eec\u548c\u4f20\u7edfRNN\u76f8\u6bd4\uff0c\u4e0d\u4ec5\u8bad\u7ec3\u65f6\u6240\u9700\u7684\u53c2\u6570\u91cf\u5927\u5e45\u51cf\u5c11\uff0c\u5e76\u4e14\u5b8c\u5168\u53ef\u5e76\u884c\u5316\u3002<\/p><p id=\"32KQU9F2\">\u55ef\uff0c\u662f\u9887\u6709\u4e00\u79cd<strong>\u5927\u9053\u81f3\u7b80<\/strong>\u7684\u611f\u89c9\u4e86\u3002<\/p><p id=\"32KQU9F3\">\u90a3\u4e48Bengio\u7b49\u4eba\u5177\u4f53\u53c8\u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff1f\u6211\u4eec\u7ee7\u7eed\u5f80\u4e0b\u770b\u3002<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2Fde90d83ej00sktex00059d001jk00v9m.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p>\u00a0<\/p><h5>\u7cbe\u7b80\u7248RNN<\/h5><p>\u00a0<\/p><p id=\"32KQU9F5\">Transformer\u548c\u5b83\u7684\u53d8\u4f53\u4eec\u53ef\u4ee5\u8bf4\u662f\u8fd1\u51e0\u5e74\u5927\u70ed\u7684\u67b6\u6784\uff0c\u4f46\u4e0e\u6b64\u540c\u65f6\u7f3a\u70b9\u4e5f\u662f\u8f83\u4e3a\u660e\u663e\uff0c\u90a3\u4fbf\u662f\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u95ee\u9898\u3002<\/p><p id=\"32KQU9F6\">\u5177\u4f53\u6765\u8bf4\uff0cTransformer\u6a21\u578b\u5728\u5e8f\u5217\u957f\u5ea6\u4e0a\u7684\u8ba1\u7b97\u590d\u6742\u5ea6\u662f\u4e8c\u6b21\u65b9\u7684\uff0c\u8fd9\u4f7f\u5f97\u5b83\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u8d44\u6e90\u7684\u6d88\u8017\u5c31\u6bd4\u8f83\u9ad8\u3002<\/p><p id=\"32KQU9F7\">\u56e0\u6b64\u5c31\u9700\u8981\u80fd\u591f\u5728\u8bad\u7ec3\u65f6\u6709\u6548\u5730\u5904\u7406\u957f\u5e8f\u5217\uff0c\u540c\u65f6\u5728\u63a8\u7406\u65f6\u4fdd\u6301\u9ad8\u6548\u6027\u80fd\u7684\u66ff\u4ee3\u65b9\u6848\u2014\u2014\u7b80\u5316\u7248\u7684RNN\u3002<\/p><p id=\"32KQU9F8\">\u8fd9\u4e2a\u8fc7\u7a0b\u7684\u5173\u952e\u4fbf\u662f\u9690\u85cf\u72b6\u6001\u4f9d\u8d56\uff0c\u8ba9\u5b83\u4eec\u4e0d\u518d\u9700\u8981BPTT\uff0c\u8ba9\u6548\u7387\u76f4\u63a5\u98d9\u5347\u3002<\/p><p id=\"32KQU9F9\"><strong>minGRU<\/strong><\/p><p id=\"32KQU9FA\">\u9996\u5148\u6211\u4eec\u6765\u770b\u4e0bBengio\u56e2\u961f\u5bf9GRU\u7684\u5904\u7406\uff0c\u5373<strong>minGRU<\/strong>\uff0c\u603b\u5171\u5206\u4e3a2\u6b65\u3002<\/p><p id=\"32KQU9FB\"><strong>\u7b2c\u4e00\u6b65\uff0c\u53bb\u9664\u4e4b\u524d\u9690\u85cf\u72b6\u6001\u7684\u4f9d\u8d56\u3002<\/strong><\/p><p id=\"32KQU9FC\">\u5728\u4f20\u7edf\u7684GRU\u6a21\u578b\u4e2d\uff0c\u66f4\u65b0\u95e8zt\u548c\u5019\u9009\u9690\u85cf\u72b6\u6001h~t\u7684\u8ba1\u7b97\u4f9d\u8d56\u4e8e\u524d\u4e00\u65f6\u523b\u7684\u9690\u85cf\u72b6\u6001 ht-1\u3002\u8fd9\u5bfc\u81f4\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u65e0\u6cd5\u5b9e\u73b0\u5e76\u884c\u5904\u7406\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u8ba1\u7b97\u90fd\u4f9d\u8d56\u4e8e\u524d\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u7ed3\u679c\u3002<\/p><p id=\"32KQU9FD\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cminGRU\u5bf9GRU\u8fdb\u884c\u4e86\u4fee\u6539\uff0c\u4f7f\u66f4\u65b0\u95e8\u548c\u5019\u9009\u9690\u85cf\u72b6\u6001\u7684\u8ba1\u7b97\u4ec5\u4f9d\u8d56\u4e8e\u5f53\u524d\u65f6\u523b\u7684\u8f93\u5165xt\uff0c\u800c\u4e0d\u4f9d\u8d56\u4e8eht-1\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F2cfd5dc8j00sktex0000ld000u0005cm.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9FF\">\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cminGRU\u7684\u6bcf\u4e00\u65f6\u523b\u7684\u8ba1\u7b97\u53ef\u4ee5\u72ec\u7acb\u4e8e\u5176\u4ed6\u65f6\u523b\u5e76\u884c\u6267\u884c\u3002<\/p><p id=\"32KQU9FG\"><strong>\u7b2c\u4e8c\u6b65\uff0c\u53bb\u9664\u5019\u9009\u72b6\u6001\u7684\u8303\u56f4\u9650\u5236\u3002<\/strong><\/p><p id=\"32KQU9FH\">\u5728\u7b2c\u4e00\u6b65\u4e2d\uff0c\u5019\u9009\u9690\u85cf\u72b6\u6001h~t\u4ecd\u7136\u4f7f\u7528\u53cc\u66f2\u6b63\u5207\u51fd\u6570\uff08tanh\uff09\u6765\u9650\u5236\u5176\u503c\u7684\u8303\u56f4\u5728 [\u22121,1][\u22121,1] \u4e4b\u95f4\u3002\u867d\u7136\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u7684\u7a33\u5b9a\u6027\uff0c\u4f46\u5b83\u5e76\u4e0d\u662f\u5e76\u884c\u5316\u6240\u5fc5\u9700\u7684\u3002<\/p><p id=\"32KQU9FI\">minGRU\u8fdb\u4e00\u6b65\u7b80\u5316\u6a21\u578b\uff0c\u53bb\u9664\u4e86\u5bf9h~t\u7684\u8303\u56f4\u9650\u5236\uff0c\u5c06\u5176\u66ff\u6362\u4e3a\u4e00\u4e2a\u65e0\u9700\u6fc0\u6d3b\u51fd\u6570\u7684\u7ebf\u6027\u53d8\u6362\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2Fbb9d8203j00sktex0000cd000sy004em.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9FK\">\u8fd9\u6837\uff0c\u5019\u9009\u9690\u85cf\u72b6\u6001\u7684\u8ba1\u7b97\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\uff0c\u5e76\u4e14\u6ca1\u6709\u4efb\u4f55\u8303\u56f4\u9650\u5236\u3002<\/p><p id=\"32KQU9FL\">\u5728\u8fd9\u79cd\u7ed3\u6784\u4e0b\uff0cminGRU\u4e0d\u4ec5\u51cf\u5c11\u4e86\u6a21\u578b\u53c2\u6570\uff0c\u800c\u4e14\u53ef\u4ee5\u5229\u7528\u5e76\u884c\u626b\u63cf\u7b97\u6cd5\u5728\u8bad\u7ec3\u65f6\u5b9e\u73b0\u5e76\u884c\u5316\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86\u5904\u7406\u957f\u5e8f\u5217\u7684\u901f\u5ea6\u3002<\/p><p id=\"32KQU9FM\">\u6b64\u5916\uff0cminGRU\u7684\u8f93\u51fa\u5c3a\u5ea6\u5728\u65f6\u95f4\u4e0a\u662f\u72ec\u7acb\u7684\uff0c\u8fd9\u6709\u52a9\u4e8e\u4f18\u5316\u8fc7\u7a0b\u4e2d\u7684\u6570\u503c\u7a33\u5b9a\u6027\u3002\u6574\u4f53\u53d8\u5316\u5982\u4e0b\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F890d9733j00sktex0000wd000u00095m.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9FO\"><strong>minLSTM<\/strong><\/p><p id=\"32KQU9FP\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u518d\u6765\u770b\u4e0bBengio\u56e2\u961f\u5bf9LSTM\u7684\u5904\u7406\uff0c\u5373<strong>minLSTM<\/strong>\uff0c\u5171\u5206\u4e3a\u4e09\u6b65\u3002<\/p><p id=\"32KQU9FQ\"><strong>\u7b2c\u4e00\u6b65\uff0c\u53bb\u9664\u4e4b\u524d\u9690\u85cf\u72b6\u6001\u7684\u4f9d\u8d56\u3002<\/strong><\/p><p id=\"32KQU9FR\">\u5728\u4f20\u7edf\u7684LSTM\u6a21\u578b\u4e2d\uff0c\u9057\u5fd8\u95e8ft\u3001\u8f93\u5165\u95e8it\u548c\u5019\u9009\u7ec6\u80de\u72b6\u6001c~t\u7684\u8ba1\u7b97\u4f9d\u8d56\u4e8e\u524d\u4e00\u65f6\u523b\u7684\u9690\u85cf\u72b6\u6001ht-1\u3002<\/p><p id=\"32KQU9FS\">\u8fd9\u5bfc\u81f4\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u65e0\u6cd5\u5b9e\u73b0\u5e76\u884c\u5904\u7406\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u8ba1\u7b97\u90fd\u4f9d\u8d56\u4e8e\u524d\u4e00\u4e2a\u65f6\u95f4\u6b65\u7684\u7ed3\u679c\u3002<\/p><p id=\"32KQU9FT\">\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0cminLSTM\u5bf9LSTM\u8fdb\u884c\u4e86\u4fee\u6539\uff0c\u4f7f\u9057\u5fd8\u95e8\u3001\u8f93\u5165\u95e8\u548c\u5019\u9009\u7ec6\u80de\u72b6\u6001\u7684\u8ba1\u7b97\u4ec5\u4f9d\u8d56\u4e8e\u5f53\u524d\u65f6\u523b\u7684\u8f93\u5165xt\uff0c\u800c\u4e0d\u4f9d\u8d56\u4e8eht-1\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F7b24fb85j00sktex0000od000u0005xm.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9FV\">\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cminLSTM\u7684\u6bcf\u4e00\u65f6\u523b\u7684\u8ba1\u7b97\u53ef\u4ee5\u72ec\u7acb\u4e8e\u5176\u4ed6\u65f6\u523b\u5e76\u884c\u6267\u884c\u3002<\/p><p id=\"32KQU9G0\"><strong>\u7b2c\u4e8c\u6b65\uff0c\u53bb\u9664\u5019\u9009\u72b6\u6001\u7684\u8303\u56f4\u9650\u5236\u3002<\/strong><\/p><p id=\"32KQU9G1\">\u5728\u7b2c\u4e00\u6b65\u4e2d\uff0c\u5019\u9009\u7ec6\u80de\u72b6\u6001c~t\u4ecd\u7136\u4f7f\u7528\u53cc\u66f2\u6b63\u5207\u51fd\u6570\uff08tanh\uff09\u6765\u9650\u5236\u5176\u503c\u7684\u8303\u56f4\u5728 [\u22121,1][\u22121,1] \u4e4b\u95f4\u3002\u867d\u7136\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u7684\u7a33\u5b9a\u6027\uff0c\u4f46\u5b83\u5e76\u4e0d\u662f\u5e76\u884c\u5316\u6240\u5fc5\u9700\u7684\u3002<\/p><p id=\"32KQU9G2\">minLSTM\u8fdb\u4e00\u6b65\u7b80\u5316\u6a21\u578b\uff0c\u53bb\u9664\u4e86\u5bf9c~t\u7684\u8303\u56f4\u9650\u5236\uff0c\u5c06\u5176\u66ff\u6362\u4e3a\u4e00\u4e2a\u65e0\u9700\u6fc0\u6d3b\u51fd\u6570\u7684\u7ebf\u6027\u53d8\u6362\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F60ce31a1j00sktex0000hd000qy005mm.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9G4\">\u8fd9\u6837\uff0c\u5019\u9009\u7ec6\u80de\u72b6\u6001\u7684\u8ba1\u7b97\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\uff0c\u5e76\u4e14\u6ca1\u6709\u4efb\u4f55\u8303\u56f4\u9650\u5236\u3002<\/p><p id=\"32KQU9G5\"><strong>\u7b2c\u4e09\u6b65\uff0c\u786e\u4fdd\u8f93\u51fa\u5728\u65f6\u95f4\u4e0a\u662f\u72ec\u7acb\u7684\u3002<\/strong><\/p><p id=\"32KQU9G6\">\u5728\u8bb8\u591a\u5e8f\u5217\u5efa\u6a21\u8bbe\u7f6e\u4e2d\uff08\u4f8b\u5982\u6587\u672c\u751f\u6210\uff09\uff0c\u4f18\u5316\u76ee\u6807\/\u8f93\u51fa\u5728\u65f6\u95f4\u4e0a\u662f\u72ec\u7acb\u7684\u3002<\/p><p id=\"32KQU9G7\">\u4e3a\u4e86\u786e\u4fddLSTM\u7684\u8f93\u51fa\u5728\u65f6\u95f4\u4e0a\u662f\u72ec\u7acb\u7684\uff0cminLSTM\u5bf9\u9057\u5fd8\u95e8\u548c\u8f93\u5165\u95e8\u8fdb\u884c\u4e86\u5f52\u4e00\u5316\uff0c\u786e\u4fdd\u5b83\u4eec\u7684\u548c\u4e3a1\uff0c\u5e76\u4e14\u7ec6\u80de\u72b6\u6001\u7684\u5c3a\u5ea6\u5728\u65f6\u95f4\u4e0a\u662f\u72ec\u7acb\u7684\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F6cab5cf3j00sktex0000nd000u0006hm.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9G9\">\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cminLSTM\u786e\u4fdd\u4e86\u5176\u8f93\u51fa\u5728\u65f6\u95f4\u4e0a\u662f\u72ec\u7acb\u7684\uff0c\u8fd9\u6709\u52a9\u4e8e\u4f18\u5316\u8fc7\u7a0b\u4e2d\u7684\u6570\u503c\u7a33\u5b9a\u6027\u3002<\/p><p id=\"32KQU9GA\">minLSTM\u7684\u6700\u7ec8\u5f62\u5f0f\u4e3a\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F5a0a6c0cj00sktex00017d000u000bum.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p>\u00a0<\/p><h5>Were RNNs All We Needed?<\/h5><p>\u00a0<\/p><p id=\"32KQU9GC\">\u5728\u7cbe\u7b80\u4e86RNN\u4eec\u4e4b\u540e\uff0cBengio\u56e2\u961f\u4e5f\u5c55\u793a\u4e86\u5b9e\u9a8c\u7ed3\u679c\u3002<\/p><p id=\"32KQU9GD\">\u4f8b\u5982\u4e0b\u56fe\u663e\u793a\u4e86minGRU\u3001minLSTM\u548cMamba\u6a21\u578b\u5728\u8bad\u7ec3\u6548\u7387\u65b9\u9762\u7684\u6bd4\u8f83\uff0c\u5177\u4f53\u5305\u62ec\u8bad\u7ec3\u8fd0\u884c\u65f6\u95f4\u3001\u52a0\u901f\u6bd4\u548c\u5185\u5b58\u5360\u7528\u3002<\/p><p id=\"32KQU9GE\">\u8fd9\u4e9b\u6307\u6807\u662f\u5728T4 GPU\u4e0a\uff0c\u4ee564\u7684\u6279\u6b21\u5927\u5c0f\u8fdb\u884c\u6d4b\u91cf\u7684\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2Fe4ec5271j00sktex0001pd000u0009km.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9GG\">\u4ee5\u53ca\u5728\u4e0b\u56fe\u4e2d\uff0c\u8fd8\u5c55\u793a\u4e86\u5728Shakespeare\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u4e2d\uff0c\u4e0d\u540c\u6a21\u578b\u7684\u5b66\u4e60\u66f2\u7ebf\u3002<\/p><p id=\"32KQU9GH\">\u8fd9\u4e2a\u4efb\u52a1\u4f7f\u7528\u5b57\u7b26\u7ea7\u751f\u6210\u5bf9\u6297\u8bad\u7ec3\uff0c\u76ee\u7684\u662f\u8bc4\u4f30\u6a21\u578b\u5728\u6587\u672c\u751f\u6210\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\uff0c\u7b80\u5316RNN\u6a21\u578b\u5728\u5904\u7406\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\u65f6\u5177\u6709\u8f83\u597d\u7684\u6709\u6548\u6027\u548c\u9ad8\u6548\u7387\uff08\u7279\u522b\u662f\u5728\u9700\u8981\u5feb\u901f\u8bad\u7ec3\u548c\u90e8\u7f72\u7684\u5e94\u7528\u573a\u666f\u4e2d\uff09\uff1a<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F9e368f70j00sktex0001jd000u000bym.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9GJ\">\u603b\u800c\u8a00\u4e4b\uff0cBengio\u56e2\u961f\u8ba4\u4e3a\uff0c\u7ecf\u8fc7\u7b80\u5316\u7684RNN\u53ef\u80fd\u4ecd\u7136\u662f\u5904\u7406\u957f\u5e8f\u5217\u4efb\u52a1\u7684\u7406\u60f3\u9009\u62e9\uff0c\u5c24\u5176\u662f\u5728\u8d44\u6e90\u6709\u9650\u7684\u573a\u666f\u4e0b\uff0c\u56e0\u6b64\u4e5f\u63d0\u51fa\u4e86\u95ee\u9898 \u201cWere RNNs All We Needed?\u201d<\/p><p>\u00a0<\/p><h5>\u534e\u4eba\u4e00\u4f5c<\/h5><p>\u00a0<\/p><p id=\"32KQU9GK\">\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u4f5c\u8005\u9664\u4e86Bengio\u4e4b\u5916\uff0c\u8fd8\u6709\u4e00\u70b9\u503c\u5f97\u5173\u6ce8\uff0c\u90a3\u4fbf\u662f\u4e00\u4f5c\u662f\u4e00\u4f4d\u534e\u4eba\uff0c<strong>Leo Feng<\/strong>\u3002<\/p><p class=\"f_center\"><img decoding=\"async\" src=\"https:\/\/nimg.ws.126.net\/?url=http%3A%2F%2Fdingyue.ws.126.net%2F2024%2F1004%2F817928d3j00sktex0001id000ns00w6m.jpg&amp;thumbnail=660x2147483647&amp;quality=80&amp;type=jpg\" \/><br \/><br \/><\/p><p id=\"32KQU9GM\">\u4ece\u516c\u5f00\u7684\u4e2a\u4eba\u7f51\u7ad9\u6765\u770b\uff0cLeo Feng\u5e08\u4eceBengio\uff0c\u76ee\u524d\u662f\u8499\u7279\u5229\u5c14\u5927\u5b66\u7684\u535a\u58eb\u751f\uff0c\u76ee\u524d\u6b63\u5728Borealis AI\u8fdb\u884c\u7814\u7a76\u5b9e\u4e60\u3002<\/p><p id=\"32KQU9GN\">Leo Feng\u7684\u7814\u7a76\u8303\u56f4\u5305\u62ec\u5143\u5b66\u4e60\u548c\u9ad8\u6548\u6a21\u578b\u7684\u8bbe\u8ba1\uff0c\u5176\u672c\u79d1\u6bd5\u4e1a\u4e8e\u725b\u6d25\u5927\u5b66\u3002<\/p><p id=\"32KQU9GO\">\u90a3\u4e48\u4f60\u89c9\u5f97\u7cbe\u7b80\u7248RNN\u8fd9\u9879\u7814\u7a76\u5982\u4f55\uff1f\u6b22\u8fce\u5728\u8bc4\u8bba\u533a\u7559\u8a00\u8ba8\u8bba\u3002<\/p><p id=\"32KQU9GP\">\u8bba\u6587\u5730\u5740\uff1a<br \/>https:\/\/arxiv.org\/abs\/2410.01201<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>\u91d1\u78ca \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n","protected":false},"author":1,"featured_media":2833,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-2831","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/2831","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/comments?post=2831"}],"version-history":[{"count":7,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/2831\/revisions"}],"predecessor-version":[{"id":2839,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/posts\/2831\/revisions\/2839"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media\/2833"}],"wp:attachment":[{"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/media?parent=2831"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/categories?post=2831"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ihub1.com\/index.php\/wp-json\/wp\/v2\/tags?post=2831"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}