{"id":26483,"date":"2024-02-26T02:50:00","date_gmt":"2024-02-26T03:50:00","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%af%db%8c%d9%81%d8%b1%d8%a7%d9%86%d8%b3%db%8c%d9%84-%d8%ae%d8%b5%d9%88%d8%b5%db%8c-%d9%85%d9%82\/"},"modified":"2024-02-26T02:50:01","modified_gmt":"2024-02-26T03:50:01","slug":"%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%af%db%8c%d9%81%d8%b1%d8%a7%d9%86%d8%b3%db%8c%d9%84-%d8%ae%d8%b5%d9%88%d8%b5%db%8c-%d9%85%d9%82","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d9%85%d9%82%d8%a7%d9%84%d9%87-%d8%aa%d8%b1%d8%ac%d9%85%d9%87-%d9%85%d8%a7%d8%b4%db%8c%d9%86%db%8c-%d8%af%db%8c%d9%81%d8%b1%d8%a7%d9%86%d8%b3%db%8c%d9%84-%d8%ae%d8%b5%d9%88%d8%b5%db%8c-%d9%85%d9%82\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u062e\u0635\u0648\u0635\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631"},"content":{"rendered":"<table class=\"table table-striped table-hover\">\n<tbody>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc <\/td>\n<td>DP-NMT: Scalable Differentially-Private Machine Translation<\/td>\n<\/tr>\n<tr>\n<td>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc <\/td>\n<td>\u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u062e\u0635\u0648\u0635\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631<\/td>\n<\/tr>\n<tr>\n<td>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 <\/td>\n<td>Timour Igamberdiev, Doan Nam Long Vu, Felix K\u00fcnnecke, Zhuo Yu, Jannik Holmer, Ivan Habernal<\/td>\n<\/tr>\n<tr>\n<td>\u0632\u0628\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 <\/td>\n<td>\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<td>\u0641\u0631\u0645\u062a \u0645\u0642\u0627\u0644\u0647: <\/td>\n<td>PDF<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a<\/td>\n<td>12<\/td>\n<\/tr>\n<tr>\n<td>\u062f\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0645\u0648\u0636\u0648\u0639\u0627\u062a  <\/td>\n<td>Computation and Language,\u0645\u062d\u0627\u0633\u0628\u0647 \u0648 \u0632\u0628\u0627\u0646 ,<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a    <\/td>\n<td>Submitted 24 November, 2023; originally announced November 2023.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0636\u06cc\u062d\u0627\u062a \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc    <\/td>\n<td>\u0627\u0631\u0633\u0627\u0644 \u0634\u062f\u0647 24 \u0646\u0648\u0627\u0645\u0628\u0631 2023 \u061b\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0646\u0648\u0627\u0645\u0628\u0631 2023 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0686\u06a9\u06cc\u062f\u0647<\/h2>\n<p style=\"direction:ltr;\">Neural machine translation (NMT) is a widely popular text generation task, yet there is a considerable research gap in the development of privacy-preserving NMT models, despite significant data privacy concerns for NMT systems. Differentially private stochastic gradient descent (DP-SGD) is a popular method for training machine learning models with concrete privacy guarantees; however, the implementation specifics of training a model with DP-SGD are not always clarified in existing models, with differing software libraries used and code bases not always being public, leading to reproducibility issues. To tackle this, we introduce DP-NMT, an open-source framework for carrying out research on privacy-preserving NMT with DP-SGD, bringing together numerous models, datasets, and evaluation metrics in one systematic software package. Our goal is to provide a platform for researchers to advance the development of privacy-preserving NMT systems, keeping the specific details of the DP-SGD algorithm transparent and intuitive to implement. We run a set of experiments on datasets from both general and privacy-related domains to demonstrate our framework in use. We make our framework publicly available and welcome feedback from the community.<\/p>\n<h2>\u0686\u06a9\u06cc\u062f\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc)<\/h2>\n<p>\u062a\u0631\u062c\u0645\u0647 \u062f\u0633\u062a\u06af\u0627\u0647 \u0639\u0635\u0628\u06cc (NMT) \u06cc\u06a9 \u06a9\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u062d\u0628\u0648\u0628 \u062a\u0648\u0644\u06cc\u062f \u0645\u062a\u0646 \u0627\u0633\u062a \u060c \u0627\u0645\u0627 \u0628\u0627 \u0648\u062c\u0648\u062f \u0646\u06af\u0631\u0627\u0646\u06cc \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u062f\u0631 \u0645\u0648\u0631\u062f \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc NMT \u060c \u06cc\u06a9 \u0634\u06a9\u0627\u0641 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0631 \u062a\u0648\u0633\u0639\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc NMT \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.\u0646\u0632\u0648\u0644 \u0634\u06cc\u0628 \u062a\u0635\u0627\u062f\u0641\u06cc \u062e\u0635\u0648\u0635\u06cc (DP-SGD) \u06cc\u06a9 \u0631\u0648\u0634 \u0645\u062d\u0628\u0648\u0628 \u0628\u0631\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0627 \u0636\u0645\u0627\u0646\u062a \u0647\u0627\u06cc \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0628\u062a\u0646 \u0627\u0633\u062a.\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644 \u060c \u0645\u0634\u062e\u0635\u0627\u062a \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0627 DP-SGD \u0647\u0645\u06cc\u0634\u0647 \u062f\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0648\u0634\u0646 \u0646\u0645\u06cc \u0634\u0648\u062f \u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u06a9\u062f \u06a9\u0647 \u0647\u0645\u06cc\u0634\u0647 \u0639\u0645\u0648\u0645\u06cc \u0646\u06cc\u0633\u062a\u0646\u062f \u0648 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0645\u0633\u0627\u0626\u0644 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\u06cc \u0645\u06cc \u0634\u0648\u0646\u062f.\u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u060c \u0645\u0627 DP-NMT \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u060c \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u062f\u0631 \u0645\u0648\u0631\u062f \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc NMT \u0628\u0627 DP-SGD \u060c \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u0645\u062f\u0644\u0647\u0627\u06cc \u0628\u06cc \u0634\u0645\u0627\u0631\u06cc \u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u062f\u0631 \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\u06cc \u0633\u06cc\u0633\u062a\u0645\u0627\u062a\u06cc\u06a9.\u0647\u062f\u0641 \u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0646 \u0628\u0633\u062a\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062d\u0642\u0642\u0627\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0628\u0631\u062f \u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc NMT \u062d\u0641\u0638 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u060c \u062d\u0641\u0638 \u062c\u0632\u0626\u06cc\u0627\u062a \u062e\u0627\u0635 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 DP-SGD \u0634\u0641\u0627\u0641 \u0648 \u0634\u0647\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0627\u0633\u062a.\u0645\u0627 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u06cc \u0627\u0632 \u0622\u0632\u0645\u0627\u06cc\u0634\u0627\u062a \u0631\u0627 \u0631\u0648\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0647\u0631 \u062f\u0648 \u062d\u0648\u0632\u0647 \u0639\u0645\u0648\u0645\u06cc \u0648 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u0631\u06cc\u0645 \u062e\u0635\u0648\u0635\u06cc \u0628\u0631\u0627\u06cc \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u06cc\u0645.\u0645\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0645\u0648\u0645\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u06cc\u0645 \u0648 \u0627\u0632 \u0628\u0627\u0632\u062e\u0648\u0631\u062f \u062c\u0627\u0645\u0639\u0647 \u0627\u0633\u062a\u0642\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<table class=\"table table-bordered table-primary\">\r\n<tr>\r\n\t<td>\r\n\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0632\u0628\u0627\u0646 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0627\u0633\u062a.\r\n\t<\/td>\r\n<\/tr>\r\n\t\r\n<tr>\r\n\t<td>\r\n     \u0628\u0631\u0627\u06cc \u0633\u0641\u0627\u0631\u0634 \u062a\u0631\u062c\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627\u06cc \u062a\u0645\u0627\u0633\u060c \u067e\u06cc\u0627\u0645\u06a9\u060c \u062a\u0644\u06af\u0631\u0627\u0645 \u0648 \u06cc\u0627 \u0648\u0627\u062a\u0633 \u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \u0632\u06cc\u0631 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f:\r\n\t<br \/><br \/>\r\n\t09395106248\r\n\t\t\r\n\t\t\r\n\t<br \/><br \/>\r\n\t\t\u062a\u0648\u062c\u0647 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0634\u0631\u0627\u06cc\u0637 \u062a\u0631\u062c\u0645\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u06cc\u0631 \u0627\u0633\u062a:\r\n\t\t<br \/>\r\n\t\t<ul>\r\n\t\t<li>\r\n\t\t\u0642\u06cc\u0645\u062a \u0647\u0631 \u0635\u0641\u062d\u0647 \u062a\u0631\u062c\u0645\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 40 \u0647\u0632\u0627\u0631 \u062a\u0648\u0645\u0627\u0646 \u0645\u06cc \u0628\u0627\u0634\u062f. \r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u062a\u062d\u0648\u06cc\u0644 \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u06cc\u0644 \u0648\u0631\u062f \u0645\u06cc \u0628\u0627\u0634\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u062a\u0631\u062c\u0645\u0647 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0627\u0634\u062a\u0646 \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u0639\u0627\u062f\u06cc \u0628\u06cc\u0646 3 \u062a\u0627 5 \u0631\u0648\u0632 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t\r\n\t\t<li>\r\n\t\t\u06a9\u06cc\u0641\u06cc\u062a \u062a\u0631\u062c\u0645\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0628\u0627\u0644\u0627 \u0645\u06cc \u0628\u0627\u0634\u062f. \u0645\u0642\u0627\u0644\u0647 \u0641\u0642\u0637 \u062a\u0648\u0633\u0637 \u0645\u062a\u0631\u062c\u0645\u06cc\u0646 \u0628\u0627 \u0645\u062f\u0631\u06a9 \u062f\u0627\u0646\u0634\u06af\u0627\u0647\u06cc \u0645\u062a\u0631\u062c\u0645\u06cc \u062a\u0631\u062c\u0645\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.\r\n\t\t<\/li>\r\n\t\t<li>\r\n\t\t\u06a9\u0644\u06cc\u0647 \u062c\u062f\u0627\u0648\u0644 \u0648 \u0641\u0631\u0645\u0648\u0644 \u0647\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u062a\u062d\u0648\u06cc\u0644\u06cc \u0648\u0631\u062f \u062f\u0631\u062c \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.\r\n\t\t<\/li>\r\n\t<\/td>\r\n\t\r\n\t\r\n<\/tr>\r\n<\/table>\r\n\r\n\r\n\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc DP-NMT: Scalable Differentially-Private Machine Translation \u0639\u0646\u0648\u0627\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u062a\u0631\u062c\u0645\u0647 \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u06cc\u0641\u0631\u0627\u0646\u0633\u06cc\u0644 \u062e\u0635\u0648\u0635\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 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