{"id":475823,"date":"2023-08-09T07:23:51","date_gmt":"2023-08-09T07:23:51","guid":{"rendered":""},"modified":"2023-09-05T11:11:17","modified_gmt":"2023-09-05T11:11:17","slug":"adversarial-training","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ir\/wiki\/adversarial-training\/","title":{"rendered":"\u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647"},"content":{"rendered":"<p>\u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u062a\u06a9\u0646\u06cc\u06a9\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062d\u0645\u0644\u0647 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0647 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0639\u0645\u062f\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u0628\u0631\u0627\u06cc \u0641\u0631\u06cc\u0628 \u06cc\u06a9 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u0648\u0633\u0627\u06cc\u0644 \u0646\u0642\u0644\u06cc\u0647 \u062e\u0648\u062f\u0631\u0627\u0646\u060c \u062a\u0634\u062e\u06cc\u0635 \u067e\u0632\u0634\u06a9\u06cc \u0648 \u062a\u0634\u062e\u06cc\u0635 \u062a\u0642\u0644\u0628 \u0645\u0627\u0644\u06cc\u060c \u0646\u06af\u0631\u0627\u0646\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0647\u0633\u062a\u0646\u062f. \u0647\u062f\u0641 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0648\u0645\u062a\u200c\u0622\u0645\u06cc\u0632 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u0622\u0646\u0647\u0627 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u062f\u0631 \u0637\u0648\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u062a\u0631 \u06a9\u0646\u062f.<\/p>\n<h2>\u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u067e\u06cc\u062f\u0627\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 Adversarial \u0648 \u0627\u0648\u0644\u06cc\u0646 \u0630\u06a9\u0631 \u0622\u0646<\/h2>\n<p>\u0645\u0641\u0647\u0648\u0645 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u062a\u0648\u0633\u0637 \u0627\u06cc\u0627\u0646 \u06af\u0648\u062f\u0641\u0644\u0648 \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646\u0634 \u062f\u0631 \u0633\u0627\u0644 2014 \u0645\u0639\u0631\u0641\u06cc \u0634\u062f. \u0622\u0646\u0647\u0627 \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 \u0627\u0635\u0644\u06cc \u062e\u0648\u062f \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &quot;\u062a\u0628\u06cc\u06cc\u0646 \u0648 \u0645\u0647\u0627\u0631 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645&quot; \u0622\u0633\u06cc\u0628 \u067e\u0630\u06cc\u0631\u06cc \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646\u062f \u0648 \u0631\u0648\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u062f\u0641\u0627\u0639 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0686\u0646\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u06a9\u0631\u062f\u0646\u062f. \u0627\u06cc\u0646 \u0627\u06cc\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u06cc \u0627\u0644\u0647\u0627\u0645 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0646\u0633\u0627\u0646 \u0647\u0627 \u06cc\u0627\u062f \u0645\u06cc \u06af\u06cc\u0631\u0646\u062f \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0634\u062f\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0646 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u0637\u0648\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062e\u0648\u062f \u062a\u0645\u0627\u06cc\u0632 \u0642\u0627\u0626\u0644 \u0634\u0648\u0646\u062f.<\/p>\n<h2>\u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u06cc\u0642 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0645\u0648\u0632\u0634 Adversarial. \u06af\u0633\u062a\u0631\u0634 \u0645\u0628\u062d\u062b \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0648\u0645\u062a.<\/h2>\n<p>\u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0648\u0645\u062a\u200c\u0622\u0645\u06cc\u0632 \u0634\u0627\u0645\u0644 \u062a\u0642\u0648\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0627 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062f\u0642\u062a \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0636\u0627\u062f \u0628\u0627 \u0627\u0639\u0645\u0627\u0644 \u0627\u062e\u062a\u0644\u0627\u0644\u0627\u062a \u0646\u0627\u0645\u062d\u0633\u0648\u0633 \u062f\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06a9 \u0648 \u0645\u062a\u062e\u0627\u0635\u0645\u060c \u0645\u062f\u0644 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f \u06a9\u0647 \u0642\u0648\u06cc\u200c\u062a\u0631 \u0628\u0627\u0634\u062f \u0648 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062f\u06cc\u062f\u0647 \u0646\u0634\u062f\u0647 \u0631\u0627 \u0628\u0647\u062a\u0631 \u062a\u0639\u0645\u06cc\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u06a9\u0631\u0627\u0631\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0645\u062f\u0644 \u062a\u06a9\u0631\u0627\u0631 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0645\u062f\u0644 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0631\u0636\u0627\u06cc\u062a \u0628\u062e\u0634\u06cc \u0631\u0627 \u0627\u0632 \u062e\u0648\u062f \u0646\u0634\u0627\u0646 \u062f\u0647\u062f.<\/p>\n<h2>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062e\u0644\u06cc \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647. \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/h2>\n<p>\u0647\u0633\u062a\u0647 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u062f\u0631 \u0641\u0631\u0622\u06cc\u0646\u062f \u062a\u06a9\u0631\u0627\u0631\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0648 \u0628\u0647 \u0631\u0648\u0632 \u0631\u0633\u0627\u0646\u06cc \u0645\u062f\u0644 \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a. \u0645\u0631\u0627\u062d\u0644 \u06a9\u0644\u06cc \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc<\/strong>: \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0628\u0627 \u0628\u0631\u0647\u0645 \u0632\u062f\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0631\u0648\u0634 \u0646\u0634\u0627\u0646\u0647 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u0633\u0631\u06cc\u0639 (FGSM) \u06cc\u0627 \u0641\u0631\u0648\u062f \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0634\u062f\u0647 (PGD) \u0633\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644<\/strong>: \u0627\u06cc\u0646 \u0645\u062f\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u0642\u0648\u06cc\u062a\u200c\u0634\u062f\u0647\u060c \u0645\u062a\u0634\u06a9\u0644 \u0627\u0632 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u062a\u0636\u0627\u062f\u060c \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0631\u0632\u06cc\u0627\u0628\u06cc<\/strong>: \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u0627\u0639\u062a\u0628\u0627\u0631 \u0633\u0646\u062c\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0622\u0646 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0646\u0633\u0644 \u0645\u062b\u0627\u0644 \u062e\u0635\u0645\u0627\u0646\u0647<\/strong>: \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0631\u0642\u06cc\u0628 \u062c\u062f\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644 \u0628\u0647 \u0631\u0648\u0632 \u0634\u062f\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u0646\u062f \u0648 \u0627\u06cc\u0646 \u0631\u0648\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0627\u062f\u0627\u0645\u0647 \u0645\u06cc \u06cc\u0627\u0628\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0645\u0627\u0647\u06cc\u062a \u062a\u06a9\u0631\u0627\u0631\u06cc \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0647 \u062a\u062f\u0631\u06cc\u062c \u062f\u0641\u0627\u0639 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h2>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0634\u0645\u0646<\/h2>\n<p>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u0645\u062a\u062e\u0627\u0635\u0645 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc \u0628\u062e\u0634\u062f \u0648 \u062a\u0623\u062b\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0647\u0627\u06cc \u0645\u062e\u0631\u0628 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0639\u0645\u06cc\u0645<\/strong>: \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u067e\u0627\u06a9 \u0648 \u0645\u062a\u062e\u0627\u0635\u0645\u060c \u0645\u062f\u0644 \u0628\u0647\u062a\u0631 \u062a\u0639\u0645\u06cc\u0645 \u0645\u06cc\u200c\u06cc\u0627\u0628\u062f \u0648 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647\u062a\u0631 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u062f\u0641\u0627\u0639 \u062a\u0637\u0628\u06cc\u0642\u06cc<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u06cc \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u067e\u0627\u0633\u062e \u0628\u0647 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u062c\u062f\u06cc\u062f \u062a\u0637\u0628\u06cc\u0642 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u0645\u0642\u0627\u0648\u0645\u062a \u0622\u0646 \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646 \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u0645\u062f\u0644<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0627\u063a\u0644\u0628 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0648 \u0632\u0645\u0627\u0646 \u0628\u06cc\u0634\u062a\u0631\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f \u0628\u0647 \u062f\u0644\u06cc\u0644 \u0645\u0627\u0647\u06cc\u062a \u062a\u06a9\u0631\u0627\u0631\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0635\u0627\u0644\u062d\u0647<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0645\u0628\u0627\u062f\u0644\u0647 \u0628\u06cc\u0646 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0648 \u062f\u0642\u062a \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u0646\u062c\u0631 \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0644\u06cc \u0645\u062f\u0644 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0627\u06a9 \u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0646\u0648\u0627\u0639 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647<\/h2>\n<p>\u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0647\u0627\u06cc \u062e\u0635\u0645\u0627\u0646\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u06a9\u0647 \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627 \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u062e\u0627\u0635\u06cc \u062f\u0627\u0631\u0646\u062f. \u062c\u062f\u0648\u0644 \u0632\u06cc\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0645\u062d\u0628\u0648\u0628 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0631\u0627 \u062e\u0644\u0627\u0635\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u062a\u0627\u06cc\u067e \u06a9\u0646\u06cc\u062f<\/th>\n<th>\u0634\u0631\u062d<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0622\u0645\u0648\u0632\u0634 \u0627\u0635\u0648\u0644\u06cc \u062f\u0634\u0645\u0646\u06cc<\/td>\n<td>\u0634\u0627\u0645\u0644 \u062a\u0642\u0648\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 FGSM \u06cc\u0627 PGD \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0645\u062c\u0627\u0632\u06cc<\/td>\n<td>\u0627\u0632 \u0645\u0641\u0647\u0648\u0645 \u0622\u0634\u0641\u062a\u06af\u06cc \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0645\u062c\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0645\u062f\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062c\u0627\u0631\u062a (\u062f\u0641\u0627\u0639 \u0645\u062a\u062e\u0627\u0635\u0645 \u0642\u0648\u06cc \u0627\u0632 \u0646\u0638\u0631 \u062a\u0626\u0648\u0631\u06cc)<\/td>\n<td>\u0634\u0627\u0645\u0644 \u06cc\u06a9 \u0627\u0635\u0637\u0644\u0627\u062d \u0645\u0646\u0638\u0645 \u0628\u0631\u0627\u06cc \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0631\u0633\u0627\u0646\u062f\u0646 \u0628\u062f\u062a\u0631\u06cc\u0646 \u0636\u0631\u0631 \u062e\u0635\u0645\u0627\u0646\u0647 \u062f\u0631 \u0637\u0648\u0644 \u062a\u0645\u0631\u06cc\u0646 \u0627\u0633\u062a.<\/td>\n<\/tr>\n<tr>\n<td>\u0622\u0645\u0648\u0632\u0634 \u06af\u0631\u0648\u0647 \u062e\u0635\u0645\u0627\u0646\u0647<\/td>\n<td>\u0686\u0646\u062f\u06cc\u0646 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0627\u0648\u0644\u06cc\u0647 \u0645\u062a\u0641\u0627\u0648\u062a \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u062f\u0647\u062f \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u062f.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0631\u0648\u0634 \u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0648 \u0631\u0627\u0647 \u062d\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647<\/h2>\n<p>\u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0631\u0648\u0634 \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0645\u0646\u06cc\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631<\/strong>: \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u062a\u0635\u0648\u06cc\u0631 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u0627\u062e\u062a\u0644\u0627\u0644\u0627\u062a \u062f\u0631 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0648\u0631\u0648\u062f\u06cc \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0631\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0632\u0628\u0627\u0646 \u0637\u0628\u06cc\u0639\u06cc<\/strong>: \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 NLP\u060c \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0648\u0645 \u062a\u0631 \u0633\u0627\u062e\u062a\u0646 \u0645\u062f\u0644 \u0647\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0645\u062a\u0646 \u0645\u062e\u0627\u0644\u0641 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ol>\n<li>\n<p><strong>\u0646\u0641\u0631\u06cc\u0646 \u0627\u0628\u0639\u0627\u062f<\/strong>: \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u062f\u0631 \u0641\u0636\u0627\u0647\u0627\u06cc \u0628\u0627 \u0627\u0628\u0639\u0627\u062f \u0628\u0627\u0644\u0627 \u0634\u0627\u06cc\u0639\u200c\u062a\u0631 \u0647\u0633\u062a\u0646\u062f \u0648 \u062f\u0641\u0627\u0639 \u0631\u0627 \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0646\u062a\u0642\u0627\u0644<\/strong>: \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u062e\u0635\u0645\u0627\u0646\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u062f\u0644 \u0627\u063a\u0644\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0645\u062f\u0644 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0646\u062a\u0642\u0644 \u0634\u0648\u0646\u062f \u0648 \u0628\u0631\u0627\u06cc \u06a9\u0644 \u06a9\u0644\u0627\u0633 \u0645\u062f\u0644 \u0647\u0627 \u062e\u0637\u0631 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<\/ol>\n<p>\u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0634\u0627\u0645\u0644 \u062a\u0648\u0633\u0639\u0647 \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645\u200c\u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u062a\u0631\u060c \u0645\u0627\u0646\u0646\u062f \u062a\u0631\u06a9\u06cc\u0628 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0645\u0646\u0638\u0645\u200c\u0633\u0627\u0632\u06cc\u060c \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062c\u0645\u0648\u0639\u0647\u060c \u06cc\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0644\u062f \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0627\u0633\u062a.<\/p>\n<h2>\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647<\/h2>\n<p>\u062f\u0631 \u0632\u06cc\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u0645\u0634\u0627\u0628\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0645\u0634\u062e\u0635\u0647<\/th>\n<th>\u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647<\/th>\n<th>\u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647<\/th>\n<th>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u062a\u0642\u0627\u0644\u06cc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0647\u062f\u0641\u060c \u0648\u0627\u0642\u0639\u06af\u0631\u0627\u06cc\u0627\u0646\u0647<\/td>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0645\u062f\u0644<\/td>\n<td>\u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0634\u062a\u0628\u0627\u0647 \u0639\u0645\u062f\u06cc \u0645\u062f\u0644 \u0647\u0627<\/td>\n<td>\u0628\u0647\u0628\u0648\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0647\u062f\u0641 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u0646\u0634 \u0627\u0632 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637<\/td>\n<\/tr>\n<tr>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627<\/td>\n<td>\u0634\u0627\u0645\u0644 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0633\u062a<\/td>\n<td>\u0634\u0627\u0645\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0646\u0645\u06cc \u0634\u0648\u062f<\/td>\n<td>\u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u0647\u062f\u0641<\/td>\n<td>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0645\u0646\u06cc\u062a \u0645\u062f\u0644<\/td>\n<td>\u0628\u0647\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0622\u0633\u06cc\u0628 \u067e\u0630\u06cc\u0631\u06cc \u0647\u0627\u06cc \u0645\u062f\u0644<\/td>\n<td>\u0628\u0647\u0628\u0648\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641 \u0647\u062f\u0641<\/td>\n<\/tr>\n<tr>\n<td>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc<\/td>\n<td>\u062f\u0631 \u0637\u0648\u0644 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0646\u062c\u0627\u0645 \u0634\u062f<\/td>\n<td>\u067e\u0633 \u0627\u0632 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f<\/td>\n<td>\u0642\u0628\u0644 \u06cc\u0627 \u0628\u0639\u062f \u0627\u0632 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0623\u062b\u06cc\u0631<\/td>\n<td>\u062f\u0641\u0627\u0639 \u0645\u062f\u0644 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<td>\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc \u062f\u0647\u062f<\/td>\n<td>\u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u0646\u0634 \u0631\u0627 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u062f\u06cc\u062f\u06af\u0627\u0647 \u0647\u0627 \u0648 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647<\/h2>\n<p>\u0622\u06cc\u0646\u062f\u0647 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u062f\u0627\u0631\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u200c\u0647\u0627\u06cc \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u06a9\u0646\u0646\u062f\u0647 \u062f\u0631 \u0627\u0645\u0646\u06cc\u062a \u0648 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0627\u0633\u062a. \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u062d\u0648\u0644\u0627\u062a \u0628\u0627\u0644\u0642\u0648\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u06a9\u0627\u0646\u06cc\u0633\u0645 \u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc \u062a\u0637\u0628\u06cc\u0642\u06cc<\/strong>: \u0645\u06a9\u0627\u0646\u06cc\u0633\u0645\u200c\u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062d\u0645\u0644\u0627\u062a \u0645\u062a\u062e\u0627\u0635\u0645 \u062f\u0631 \u062d\u0627\u0644 \u062a\u06a9\u0627\u0645\u0644 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u0646\u062f \u0648 \u062d\u0641\u0627\u0638\u062a \u0645\u062f\u0627\u0648\u0645 \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u06a9\u0646\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u0627\u0646\u062a\u0642\u0627\u0644 \u0642\u0648\u06cc<\/strong>: \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u0646\u0634 \u0627\u0633\u062a\u062d\u06a9\u0627\u0645 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0648 \u062d\u0648\u0632\u0647 \u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637\u060c \u0628\u0647\u0628\u0648\u062f \u062a\u0639\u0645\u06cc\u0645 \u0645\u062f\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0647\u0645\u06a9\u0627\u0631\u06cc \u0628\u06cc\u0646 \u0631\u0634\u062a\u0647 \u0627\u06cc<\/strong>: \u0647\u0645\u06a9\u0627\u0631\u06cc \u0628\u06cc\u0646 \u0645\u062d\u0642\u0642\u0627\u0646 \u0627\u0632 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0627\u0645\u0646\u06cc\u062a \u0633\u0627\u06cc\u0628\u0631\u06cc \u0648 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647\u060c \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0686\u06af\u0648\u0646\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f \u06cc\u0627 \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 Adversarial \u0645\u0631\u062a\u0628\u0637 \u0634\u062f<\/h2>\n<p>\u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0648\u06a9\u0633\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0644\u0627\u06cc\u0647 \u0627\u06cc \u0627\u0632 \u0646\u0627\u0634\u0646\u0627\u0633 \u0628\u0648\u062f\u0646 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0628\u06cc\u0646 \u0645\u062f\u0644 \u0648 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u062e\u0627\u0631\u062c\u06cc\u060c \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0627\u06cc\u0641\u0627 \u06a9\u0646\u0646\u062f. \u0647\u0646\u06af\u0627\u0645 \u0648\u0627\u06a9\u0634\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u0627\u0632 \u0648\u0628\u200c\u0633\u0627\u06cc\u062a\u200c\u0647\u0627 \u06cc\u0627 API\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0627\u0632 \u0627\u0641\u0634\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062d\u0633\u0627\u0633 \u0645\u062f\u0644 \u06cc\u0627 \u0627\u0641\u0634\u0627\u06cc \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062c\u0644\u0648\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u062f\u0631 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u0647\u0627\u062c\u0645 \u0633\u0639\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06cc\u06a9 \u0645\u062f\u0644 \u0631\u0627 \u0628\u0627 \u067e\u0631\u0633 \u0648 \u062c\u0648\u06cc \u0645\u06a9\u0631\u0631 \u0628\u0627 \u0648\u0631\u0648\u062f\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u06a9\u0646\u062f\u060c \u0633\u0631\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u0627\u06a9\u0633\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0641\u0639\u0627\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0645\u0634\u06a9\u0648\u06a9 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0645\u0633\u062f\u0648\u062f \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<h2>\u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647<\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0622\u0645\u0648\u0632\u0634 Adversarial\u060c \u0645\u0646\u0627\u0628\u0639 \u0632\u06cc\u0631 \u0631\u0627 \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f:<\/p>\n<ol>\n<li>\n<p>&quot;\u062a\u0628\u06cc\u06cc\u0646 \u0648 \u0645\u0647\u0627\u0631 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u06cc \u0645\u062a\u062e\u0627\u0635\u0645&quot; - I. Goodfellow \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646. (2014)<br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/1412.6572\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062f\u0646<\/a><\/p>\n<\/li>\n<li>\n<p>\u00ab\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc \u0645\u062a\u0646 \u0646\u06cc\u0645\u0647 \u0646\u0638\u0627\u0631\u062a \u0634\u062f\u0647\u00bb - T. Miyato \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646. (2016)<br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/1605.07725\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062f\u0646<\/a><\/p>\n<\/li>\n<li>\n<p>&quot;\u0628\u0647 \u0633\u0648\u06cc \u0645\u062f\u0644 \u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642 \u0645\u0642\u0627\u0648\u0645 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647&quot; - A. Madry et al. (2017)<br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/1706.06083\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062f\u0646<\/a><\/p>\n<\/li>\n<li>\n<p>&quot;\u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u0630\u0627\u0628 \u0634\u0628\u06a9\u0647 \u0647\u0627\u06cc \u0639\u0635\u0628\u06cc&quot; - \u0633\u06cc. \u0633\u06af\u062f\u06cc \u0648 \u0647\u0645\u06a9\u0627\u0631\u0627\u0646. (2014)<br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/1312.6199\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062f\u0646<\/a><\/p>\n<\/li>\n<li>\n<p>&quot;\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u062a\u062e\u0627\u0635\u0645 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633&quot; - A. Shafahi et al. (2018)<br \/>\n<a href=\"https:\/\/arxiv.org\/abs\/1611.01236\" target=\"_new\" rel=\"noopener nofollow\">\u0627\u0631\u062a\u0628\u0627\u0637 \u062f\u0627\u062f\u0646<\/a><\/p>\n<\/li>\n<\/ol>\n<p>\u0622\u0645\u0648\u0632\u0634 \u062e\u0635\u0645\u0627\u0646\u0647 \u0647\u0645\u0686\u0646\u0627\u0646 \u06cc\u06a9 \u062d\u0648\u0632\u0647 \u062d\u06cc\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u062a\u062d\u0642\u06cc\u0642 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0632\u0645\u06cc\u0646\u0647 \u0631\u0648 \u0628\u0647 \u0631\u0634\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u06cc\u0645\u0646 \u0648 \u0642\u0648\u06cc \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f \u062a\u0627 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u0645\u062a\u062e\u0627\u0635\u0645 \u062f\u0641\u0627\u0639 \u06a9\u0646\u0646\u062f \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u06cc\u0645\u0646\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631 \u0631\u0627 \u062a\u0642\u0648\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/p>","protected":false},"featured_media":467502,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475823","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Adversarial Training: Enhancing Security and Robustness in Machine Learning<\/mark>","faq_items":[{"question":"What is adversarial training?","answer":"<p>Adversarial training is a technique used to enhance the security and robustness of machine learning models against adversarial attacks. It involves augmenting the training data with adversarial examples, crafted by applying subtle perturbations to the original data, to train the model to be more resilient.<\/p>"},{"question":"How did adversarial training originate?","answer":"<p>The concept of adversarial training was introduced in 2014 by Ian Goodfellow and colleagues. Their paper titled \"Explaining and Harnessing Adversarial Examples\" demonstrated the vulnerability of neural networks to adversarial attacks and proposed this method as a defense strategy.<\/p>"},{"question":"How does adversarial training work?","answer":"<p>Adversarial training follows an iterative process. First, it augments the training data with adversarial examples. Then, the model is trained on the combined data of original and adversarial examples. The process is repeated until the model exhibits satisfactory robustness against attacks.<\/p>"},{"question":"What are the key features of adversarial training?","answer":"<p>The key features include improved robustness and generalization, adaptive defense against novel adversarial examples, and a trade-off between robustness and accuracy. It helps models better handle real-world variations.<\/p>"},{"question":"What types of adversarial training exist?","answer":"<p>There are several types, including basic adversarial training using FGSM or PGD, virtual adversarial training, TRADES with theoretical grounding, and ensemble adversarial training.<\/p>"},{"question":"How can adversarial training be used?","answer":"<p>Adversarial training can be applied to image classification and natural language processing tasks to improve model security and resist adversarial manipulations.<\/p>"},{"question":"What challenges are associated with adversarial training?","answer":"<p>Challenges include the curse of dimensionality in high-dimensional feature spaces and the transferability of adversarial examples between models.<\/p>"},{"question":"What are the future perspectives of adversarial training?","answer":"<p>The future holds advancements in adaptive defense mechanisms, robust transfer learning, and interdisciplinary collaborations to strengthen adversarial training.<\/p>"},{"question":"How do proxy servers relate to adversarial training?","answer":"<p>Proxy servers can aid adversarial training by providing security and anonymity while fetching adversarial examples from external sources, ensuring model integrity. They can also detect and block suspicious activities during the training process.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/475823","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/wiki\/475823\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media\/467502"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ir\/wp-json\/wp\/v2\/media?parent=475823"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}