{"id":475821,"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-examples","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/in\/wiki\/adversarial-examples\/","title":{"rendered":"\u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923"},"content":{"rendered":"

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\u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0940 \u0906\u0902\u0924\u0930\u093f\u0915 \u0938\u0902\u0930\u091a\u0928\u093e: \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923 \u0915\u0948\u0938\u0947 \u0915\u093e\u092e \u0915\u0930\u0924\u0947 \u0939\u0948\u0902<\/h2>\n

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    \n
  1. \n

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  2. \n

    \u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u0923\u0940\u092f\u0924\u093e: \u090f\u0915 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0932\u093f\u090f \u0909\u0924\u094d\u092a\u0928\u094d\u0928 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923 \u0905\u0915\u094d\u0938\u0930 \u0905\u0928\u094d\u092f \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u0905\u091a\u094d\u091b\u0940 \u0924\u0930\u0939 \u0938\u0947 \u0938\u093e\u092e\u093e\u0928\u094d\u092f\u0940\u0915\u0943\u0924 \u0939\u094b\u0924\u0947 \u0939\u0948\u0902, \u092f\u0939\u093e\u0902 \u0924\u0915 \u0915\u093f \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0906\u0930\u094d\u0915\u093f\u091f\u0947\u0915\u094d\u091a\u0930 \u092f\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u0935\u093e\u0932\u0947 \u092d\u0940\u0964 \u092f\u0939 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0921\u094b\u092e\u0947\u0928 \u092e\u0947\u0902 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u090f\u0932\u094d\u0917\u094b\u0930\u093f\u0926\u092e \u0915\u0940 \u092e\u091c\u092c\u0942\u0924\u0940 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u091a\u093f\u0902\u0924\u093e \u092a\u0948\u0926\u093e \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

  3. \n

    \u092c\u094d\u0932\u0948\u0915-\u092c\u0949\u0915\u094d\u0938 \u0939\u092e\u0932\u0947: \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923 \u0924\u092c \u092d\u0940 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902 \u091c\u092c \u0939\u092e\u0932\u093e\u0935\u0930 \u0915\u094b \u0932\u0915\u094d\u0937\u093f\u0924 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e \u0914\u0930 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0938\u0940\u092e\u093f\u0924 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0939\u094b\u0964 \u092c\u094d\u0932\u0948\u0915-\u092c\u0949\u0915\u094d\u0938 \u0939\u092e\u0932\u0947 \u0935\u093e\u0938\u094d\u0924\u0935\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u0915\u0947 \u092a\u0930\u093f\u0926\u0943\u0936\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u091a\u093f\u0902\u0924\u093e\u091c\u0928\u0915 \u0939\u0948\u0902 \u091c\u0939\u093e\u0901 \u092e\u0949\u0921\u0932 \u0935\u093f\u0935\u0930\u0923 \u0905\u0915\u094d\u0938\u0930 \u0917\u094b\u092a\u0928\u0940\u092f \u0930\u0916\u0947 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n

  4. \n

    \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923: \u0938\u0940\u0916\u0928\u0947 \u0915\u0940 \u092a\u094d\u0930\u0915\u094d\u0930\u093f\u092f\u093e \u0915\u0947 \u0926\u094c\u0930\u093e\u0928 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092e\u0949\u0921\u0932 \u0915\u094b \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u0930\u0928\u0947 \u0938\u0947 \u0910\u0938\u0947 \u0939\u092e\u0932\u094b\u0902 \u0915\u0947 \u0916\u093f\u0932\u093e\u092b \u092e\u0949\u0921\u0932 \u0915\u0940 \u092e\u091c\u092c\u0942\u0924\u0940 \u092c\u0922\u093c \u0938\u0915\u0924\u0940 \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u092f\u0939 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u092a\u0942\u0930\u094d\u0923 \u092a\u094d\u0930\u0924\u093f\u0930\u0915\u094d\u0937\u093e \u0915\u0940 \u0917\u093e\u0930\u0902\u091f\u0940 \u0928\u0939\u0940\u0902 \u0926\u0947 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

    \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0915\u093e\u0930<\/h2>\n

    \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u094b \u0909\u0928\u0915\u0940 \u0909\u0924\u094d\u092a\u093e\u0926\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0914\u0930 \u0939\u092e\u0932\u0947 \u0915\u0947 \u0932\u0915\u094d\u0937\u094d\u092f\u094b\u0902 \u0915\u0947 \u0906\u0927\u093e\u0930 \u092a\u0930 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948:<\/p>\n\n\n\n\n\n\n\n\n\n\n
    \u092a\u094d\u0930\u0915\u093e\u0930<\/strong><\/th>\n\u0935\u093f\u0935\u0930\u0923<\/strong><\/th>\n<\/tr>\n<\/thead>\n
    \u0935\u094d\u0939\u093e\u0907\u091f-\u092c\u0949\u0915\u094d\u0938 \u0939\u092e\u0932\u0947<\/td>\n\u0939\u092e\u0932\u093e\u0935\u0930 \u0915\u094b \u0935\u093e\u0938\u094d\u0924\u0941\u0915\u0932\u093e \u0914\u0930 \u092e\u093e\u092a\u0926\u0902\u0921\u094b\u0902 \u0938\u0939\u093f\u0924 \u0932\u0915\u094d\u0937\u094d\u092f \u092e\u0949\u0921\u0932 \u0915\u093e \u092a\u0942\u0930\u093e \u091c\u094d\u091e\u093e\u0928 \u0939\u0948\u0964<\/td>\n<\/tr>\n
    \u092c\u094d\u0932\u0948\u0915-\u092c\u0949\u0915\u094d\u0938 \u0939\u092e\u0932\u0947<\/td>\n\u0939\u092e\u0932\u093e\u0935\u0930 \u0915\u094b \u0932\u0915\u094d\u0937\u094d\u092f \u092e\u0949\u0921\u0932 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0938\u0940\u092e\u093f\u0924 \u092f\u093e \u0915\u094b\u0908 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0928\u0939\u0940\u0902 \u0939\u094b\u0924\u0940 \u0939\u0948 \u0914\u0930 \u0935\u0939 \u0939\u0938\u094d\u0924\u093e\u0902\u0924\u0930\u0923\u0940\u092f \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
    \u0905\u0932\u0915\u094d\u0937\u093f\u0924 \u0939\u092e\u0932\u0947<\/td>\n\u0907\u0938\u0915\u093e \u0932\u0915\u094d\u0937\u094d\u092f \u092e\u0949\u0921\u0932 \u0915\u094b \u0915\u093f\u0938\u0940 \u0935\u093f\u0936\u0947\u0937 \u0932\u0915\u094d\u0937\u094d\u092f \u0935\u0930\u094d\u0917 \u0915\u094b \u0928\u093f\u0930\u094d\u0926\u093f\u0937\u094d\u091f \u0915\u093f\u090f \u092c\u093f\u0928\u093e \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u0917\u0932\u0924 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0947\u0930\u093f\u0924 \u0915\u0930\u0928\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
    \u0932\u0915\u094d\u0937\u093f\u0924 \u0939\u092e\u0932\u0947<\/td>\n\u0939\u092e\u0932\u093e\u0935\u0930 \u0915\u093e \u0909\u0926\u094d\u0926\u0947\u0936\u094d\u092f \u092e\u0949\u0921\u0932 \u0915\u094b \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u090f\u0915 \u0935\u093f\u0936\u093f\u0937\u094d\u091f, \u092a\u0942\u0930\u094d\u0935\u0928\u093f\u0930\u094d\u0927\u093e\u0930\u093f\u0924 \u0932\u0915\u094d\u0937\u094d\u092f \u0935\u0930\u094d\u0917 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0935\u0930\u094d\u0917\u0940\u0915\u0943\u0924 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092c\u093e\u0927\u094d\u092f \u0915\u0930\u0928\u093e \u0939\u094b\u0924\u093e \u0939\u0948\u0964<\/td>\n<\/tr>\n
    \u0936\u093e\u0930\u0940\u0930\u093f\u0915 \u0939\u092e\u0932\u0947<\/td>\n\u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u094b \u0907\u0938 \u0924\u0930\u0939 \u0938\u0947 \u0938\u0902\u0936\u094b\u0927\u093f\u0924 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948 \u0915\u093f \u0935\u0947 \u092d\u094c\u0924\u093f\u0915 \u0926\u0941\u0928\u093f\u092f\u093e \u092e\u0947\u0902 \u0938\u094d\u0925\u093e\u0928\u093e\u0902\u0924\u0930\u093f\u0924 \u0939\u094b\u0928\u0947 \u092a\u0930 \u092d\u0940 \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u092c\u0928\u0947 \u0930\u0939\u0947\u0902\u0964<\/td>\n<\/tr>\n
    \u091c\u0939\u0930 \u0926\u0947\u0928\u0947 \u0935\u093e\u0932\u0947 \u0939\u092e\u0932\u0947<\/td>\n\u092e\u0949\u0921\u0932 \u0915\u0947 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0938\u0947 \u0938\u092e\u091d\u094c\u0924\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923 \u0921\u093e\u0932\u0947 \u091c\u093e\u0924\u0947 \u0939\u0948\u0902\u0964<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

    \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947, \u0909\u092a\u092f\u094b\u0917 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0902 \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u092e\u093e\u0927\u093e\u0928<\/h2>\n

    \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917<\/h3>\n
      \n
    1. \n

      \u092e\u0949\u0921\u0932 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928<\/strong>\u0938\u0902\u092d\u093e\u0935\u093f\u0924 \u0939\u092e\u0932\u094b\u0902 \u0915\u0947 \u0916\u093f\u0932\u093e\u092b \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0940 \u092e\u091c\u092c\u0942\u0924\u0940 \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u093f\u092f\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

    2. \n

      \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0906\u0915\u0932\u0928<\/strong>\u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u092e\u0932\u0947 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0935\u093e\u0939\u0928\u094b\u0902 \u091c\u0948\u0938\u0940 \u092a\u094d\u0930\u0923\u093e\u0932\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0915\u092e\u091c\u094b\u0930\u093f\u092f\u094b\u0902 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u091c\u0939\u093e\u0902 \u0917\u0932\u0924 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u093e\u0902 \u0917\u0902\u092d\u0940\u0930 \u092a\u0930\u093f\u0923\u093e\u092e \u092a\u0948\u0926\u093e \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n

      \u0938\u092e\u0938\u094d\u092f\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0927\u093e\u0928<\/h3>\n
        \n
      1. \n

        \u092e\u091c\u092c\u0942\u0924\u0940<\/strong>: \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0915\u092e\u091c\u093c\u094b\u0930\u0940 \u0915\u094b \u0909\u091c\u093e\u0917\u0930 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u092e\u0949\u0921\u0932 \u0915\u0940 \u092e\u091c\u093c\u092c\u0942\u0924\u0940 \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923, \u0930\u0915\u094d\u0937\u093e\u0924\u094d\u092e\u0915 \u0906\u0938\u0935\u0928 \u0914\u0930 \u0907\u0928\u092a\u0941\u091f \u092a\u094d\u0930\u0940\u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u091c\u0948\u0938\u0940 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0940 \u0916\u094b\u091c \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n

      2. \n

        \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0915\u094d\u0937\u092e\u0924\u093e<\/strong>: \u091a\u0942\u0902\u0915\u093f \u0939\u092e\u0932\u093e\u0935\u0930 \u0932\u0917\u093e\u0924\u093e\u0930 \u0928\u090f \u0924\u0930\u0940\u0915\u0947 \u0908\u091c\u093e\u0926 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902, \u0907\u0938\u0932\u093f\u090f \u0928\u090f \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u092e\u0932\u094b\u0902 \u0915\u0947 \u0916\u093f\u0932\u093e\u092b \u0905\u0928\u0941\u0915\u0942\u0932\u0928 \u0914\u0930 \u092c\u091a\u093e\u0935 \u0915\u0947 \u0932\u093f\u090f \u092e\u0949\u0921\u0932 \u0921\u093f\u091c\u093e\u0907\u0928 \u0915\u093f\u090f \u091c\u093e\u0928\u0947 \u091a\u093e\u0939\u093f\u090f\u0964<\/p>\n<\/li>\n

      3. \n

        \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0915\u0940 \u0938\u094b\u091a<\/strong>: \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u0938\u0902\u092c\u0902\u0927\u0940 \u091a\u093f\u0902\u0924\u093e\u0913\u0902 \u0915\u094b \u091c\u0928\u094d\u092e \u0926\u0947\u0924\u093e \u0939\u0948, \u0916\u093e\u0938\u0915\u0930 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0921\u0947\u091f\u093e \u0938\u0947 \u0928\u093f\u092a\u091f\u0928\u0947 \u0915\u0947 \u0926\u094c\u0930\u093e\u0928\u0964 \u091c\u094b\u0916\u093f\u092e\u094b\u0902 \u0915\u094b \u0915\u092e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0909\u091a\u093f\u0924 \u0921\u0947\u091f\u093e \u0939\u0948\u0902\u0921\u0932\u093f\u0902\u0917 \u0914\u0930 \u090f\u0928\u094d\u0915\u094d\u0930\u093f\u092a\u094d\u0936\u0928 \u0935\u093f\u0927\u093f\u092f\u093e\u0901 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0902\u0964<\/p>\n<\/li>\n<\/ol>\n

        \u092e\u0941\u0916\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u090f\u0901 \u0914\u0930 \u0938\u092e\u093e\u0928 \u0936\u092c\u094d\u0926\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0905\u0928\u094d\u092f \u0924\u0941\u0932\u0928\u093e\u090f\u0901<\/h2>\n\n\n\n\n\n\n\n\n
        \u0935\u093f\u0936\u0947\u0937\u0924\u093e<\/strong><\/th>\n\u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923<\/strong><\/th>\n\u0917\u093c\u0948\u0930<\/strong><\/th>\n\u0936\u094b\u0930<\/strong><\/th>\n<\/tr>\n<\/thead>\n
        \u092a\u0930\u093f\u092d\u093e\u0937\u093e<\/td>\n\u090f\u092e\u090f\u0932 \u092e\u0949\u0921\u0932 \u0915\u094b \u0927\u094b\u0916\u093e \u0926\u0947\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u090f \u0917\u090f \u0907\u0928\u092a\u0941\u091f\u0964<\/td>\n\u0921\u0947\u091f\u093e \u092e\u093e\u0928\u0915 \u0938\u0947 \u092c\u0939\u0941\u0924 \u0926\u0942\u0930 \u0939\u0948\u0964<\/td>\n\u0905\u0928\u091c\u093e\u0928\u0947 \u0907\u0928\u092a\u0941\u091f \u0924\u094d\u0930\u0941\u091f\u093f\u092f\u093e\u0901.<\/td>\n<\/tr>\n
        \u0907\u0930\u093e\u0926\u093e<\/td>\n\u0917\u0941\u092e\u0930\u093e\u0939 \u0915\u0930\u0928\u0947 \u0915\u093e \u0926\u0941\u0930\u094d\u092d\u093e\u0935\u0928\u093e\u092a\u0942\u0930\u094d\u0923 \u0907\u0930\u093e\u0926\u093e\u0964<\/td>\n\u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u0921\u0947\u091f\u093e \u092d\u093f\u0928\u094d\u0928\u0924\u093e.<\/td>\n\u0905\u0928\u091c\u093e\u0928\u0947 \u092e\u0947\u0902 \u0939\u0938\u094d\u0924\u0915\u094d\u0937\u0947\u092a.<\/td>\n<\/tr>\n
        \u092a\u094d\u0930\u092d\u093e\u0935<\/td>\n\u092e\u0949\u0921\u0932 \u092d\u0935\u093f\u0937\u094d\u092f\u0935\u093e\u0923\u093f\u092f\u094b\u0902 \u0915\u094b \u092c\u0926\u0932\u0924\u093e \u0939\u0948.<\/td>\n\u0938\u093e\u0902\u0916\u094d\u092f\u093f\u0915\u0940\u092f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930\u0924\u093e \u0939\u0948.<\/td>\n\u0938\u093f\u0917\u094d\u0928\u0932 \u0915\u0940 \u0917\u0941\u0923\u0935\u0924\u094d\u0924\u093e \u0916\u093c\u0930\u093e\u092c \u0939\u094b \u091c\u093e\u0924\u0940 \u0939\u0948\u0964<\/td>\n<\/tr>\n
        \u092e\u0949\u0921\u0932 \u092e\u0947\u0902 \u0938\u092e\u093e\u0935\u0947\u0936<\/td>\n\u092c\u093e\u0939\u0930\u0940 \u092a\u0930\u0947\u0936\u093e\u0928\u093f\u092f\u093e\u0901.<\/td>\n\u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924.<\/td>\n\u0921\u0947\u091f\u093e \u092e\u0947\u0902 \u0905\u0902\u0924\u0930\u094d\u0928\u093f\u0939\u093f\u0924.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u092a\u0930\u093f\u092a\u094d\u0930\u0947\u0915\u094d\u0937\u094d\u092f \u0914\u0930 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u093f\u092f\u093e\u0902<\/h2>\n

        \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f \u0939\u092e\u0932\u094b\u0902 \u0914\u0930 \u092c\u091a\u093e\u0935 \u0926\u094b\u0928\u094b\u0902 \u0915\u094b \u0906\u0917\u0947 \u092c\u0922\u093c\u093e\u0928\u0947 \u0915\u0947 \u0907\u0930\u094d\u0926-\u0917\u093f\u0930\u094d\u0926 \u0918\u0942\u092e\u0924\u093e \u0939\u0948\u0964 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0949\u0921\u0932 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0938\u093e\u0925, \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u092e\u0932\u094b\u0902 \u0915\u0947 \u0928\u090f \u0930\u0942\u092a \u0938\u093e\u092e\u0928\u0947 \u0906\u0928\u0947 \u0915\u0940 \u0938\u0902\u092d\u093e\u0935\u0928\u093e \u0939\u0948\u0964 \u091c\u0935\u093e\u092c \u092e\u0947\u0902, \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u0947\u0930\u092b\u0947\u0930 \u0938\u0947 \u092c\u091a\u093e\u0935 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u092e\u091c\u092c\u0942\u0924 \u092c\u091a\u093e\u0935 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u0930\u0928\u093e \u091c\u093e\u0930\u0940 \u0930\u0916\u0947\u0902\u0917\u0947\u0964 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923, \u0938\u092e\u0942\u0939 \u092e\u0949\u0921\u0932 \u0914\u0930 \u092c\u0947\u0939\u0924\u0930 \u0928\u093f\u092f\u092e\u093f\u0924\u0940\u0915\u0930\u0923 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0938\u0947 \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0936\u092e\u0928 \u092a\u094d\u0930\u092f\u093e\u0938\u094b\u0902 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0928\u0947 \u0915\u0940 \u0909\u092e\u094d\u092e\u0940\u0926 \u0939\u0948\u0964<\/p>\n

        \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0948\u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948 \u092f\u093e \u0909\u0928\u094d\u0939\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u0915\u0948\u0938\u0947 \u091c\u094b\u0921\u093c\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948<\/h2>\n

        \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0928\u0947\u091f\u0935\u0930\u094d\u0915 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0914\u0930 \u0917\u094b\u092a\u0928\u0940\u092f\u0924\u093e \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092d\u0942\u092e\u093f\u0915\u093e \u0928\u093f\u092d\u093e\u0924\u0947 \u0939\u0948\u0902\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f \u0935\u0947 \u0938\u0940\u0927\u0947 \u0924\u094c\u0930 \u092a\u0930 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0938\u0947 \u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0928\u0939\u0940\u0902 \u0939\u0948\u0902, \u0932\u0947\u0915\u093f\u0928 \u0935\u0947 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u092e\u0932\u094b\u0902 \u0915\u0947 \u0938\u0902\u091a\u093e\u0932\u0928 \u0915\u0947 \u0924\u0930\u0940\u0915\u0947 \u0915\u094b \u092a\u094d\u0930\u092d\u093e\u0935\u093f\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n

          \n
        1. \n

          \u090f\u0915\u093e\u0928\u094d\u0924\u0924\u093e \u0938\u0941\u0930\u0915\u094d\u0937\u093e<\/strong>: \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0906\u0908\u092a\u0940 \u092a\u0924\u0947 \u0915\u094b \u0905\u091c\u094d\u091e\u093e\u0924 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0939\u092e\u0932\u093e\u0935\u0930\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u092e\u0932\u094b\u0902 \u0915\u0940 \u0909\u0924\u094d\u092a\u0924\u094d\u0924\u093f \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u093e \u0905\u0927\u093f\u0915 \u091a\u0941\u0928\u094c\u0924\u0940\u092a\u0942\u0930\u094d\u0923 \u0939\u094b \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

        2. \n

          \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u092c\u0922\u093c\u093e\u0928\u093e<\/strong>\u0915\u094d\u0932\u093e\u0907\u0902\u091f \u0914\u0930 \u0932\u0915\u094d\u0937\u094d\u092f \u0938\u0930\u094d\u0935\u0930 \u0915\u0947 \u092c\u0940\u091a \u092e\u0927\u094d\u092f\u0938\u094d\u0925 \u0915\u0947 \u0930\u0942\u092a \u092e\u0947\u0902 \u0915\u093e\u0930\u094d\u092f \u0915\u0930\u0915\u0947, \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0938\u0941\u0930\u0915\u094d\u0937\u093e \u0915\u0940 \u090f\u0915 \u0905\u0924\u093f\u0930\u093f\u0915\u094d\u0924 \u092a\u0930\u0924 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0947 \u0939\u0948\u0902, \u091c\u093f\u0938\u0938\u0947 \u0938\u0902\u0935\u0947\u0926\u0928\u0936\u0940\u0932 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0924\u0915 \u0938\u0940\u0927\u0940 \u092a\u0939\u0941\u0902\u091a \u0915\u094b \u0930\u094b\u0915\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<\/li>\n

        3. \n

          \u0930\u0915\u094d\u0937\u093e\u0924\u094d\u092e\u0915 \u0909\u092a\u093e\u092f<\/strong>: \u092a\u094d\u0930\u0949\u0915\u094d\u0938\u0940 \u0938\u0930\u094d\u0935\u0930 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u091f\u094d\u0930\u0948\u092b\u093c\u093f\u0915 \u092b\u093c\u093f\u0932\u094d\u091f\u0930\u093f\u0902\u0917 \u0914\u0930 \u0928\u093f\u0917\u0930\u093e\u0928\u0940 \u0915\u094b \u0932\u093e\u0917\u0942 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u0932\u0915\u094d\u0937\u094d\u092f \u0924\u0915 \u092a\u0939\u0941\u0902\u091a\u0928\u0947 \u0938\u0947 \u092a\u0939\u0932\u0947 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0917\u0924\u093f\u0935\u093f\u0927\u093f\u092f\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u0909\u0928\u094d\u0939\u0947\u0902 \u092c\u094d\u0932\u0949\u0915 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u092e\u0926\u0926 \u092e\u093f\u0932\u0924\u0940 \u0939\u0948\u0964<\/p>\n<\/li>\n<\/ol>\n

          \u0938\u092e\u094d\u092c\u0902\u0927\u093f\u0924 \u0932\u093f\u0902\u0915\u094d\u0938<\/h2>\n

          \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0905\u0927\u093f\u0915 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u0932\u093f\u090f, \u0906\u092a \u0928\u093f\u092e\u094d\u0928\u0932\u093f\u0916\u093f\u0924 \u0938\u0902\u0938\u093e\u0927\u0928\u094b\u0902 \u0915\u093e \u092a\u0924\u093e \u0932\u0917\u093e \u0938\u0915\u0924\u0947 \u0939\u0948\u0902:<\/p>\n

            \n
          1. \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0939\u092e\u0932\u094b\u0902 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f \u092a\u094d\u0930\u0924\u093f\u0930\u094b\u0927\u0940 \u0917\u0939\u0928 \u0936\u093f\u0915\u094d\u0937\u0923 \u092e\u0949\u0921\u0932 \u0915\u0940 \u0913\u0930<\/a> - \u0915\u094d\u0930\u093f\u0936\u094d\u091a\u093f\u092f\u0928 \u0938\u091c\u0947\u0917\u0947\u0921\u0940 \u090f\u091f \u0905\u0932\u0964 (2013)<\/li>\n
          2. \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923\u094b\u0902 \u0915\u0940 \u0935\u094d\u092f\u093e\u0916\u094d\u092f\u093e \u0915\u0930\u0928\u093e \u0914\u0930 \u0909\u0928\u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e<\/a> - \u0907\u092f\u093e\u0928 \u091c\u0947. \u0917\u0941\u0921\u092b\u0947\u0932\u094b \u090f\u091f \u0905\u0932. (2015)<\/li>\n
          3. \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917<\/a> - \u092c\u0924\u093f\u0938\u094d\u0924\u093e \u092c\u093f\u0917\u093f\u092f\u094b \u0914\u0930 \u092b\u0948\u092c\u093f\u092f\u094b \u0930\u094b\u0932\u0940 (2021)<\/li>\n
          4. \u092e\u0936\u0940\u0928 \u0932\u0930\u094d\u0928\u093f\u0902\u0917 \u092e\u0947\u0902 \u092a\u094d\u0930\u0924\u093f\u0915\u0942\u0932 \u0909\u0926\u093e\u0939\u0930\u0923: \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u093e\u0901, \u0924\u0902\u0924\u094d\u0930 \u0914\u0930 \u092c\u091a\u093e\u0935<\/a> \u2013 \u0938\u0948\u0902\u0921\u094d\u0930\u094b \u092b\u093c\u094d\u092f\u0942\u091c\u093c \u090f\u091f \u0905\u0932. (2022)<\/li>\n<\/ol>","protected":false},"featured_media":467500,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-475821","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Adversarial Examples: Understanding the Intricacies of Deceptive Data<\/mark>","faq_items":[{"question":"What are adversarial examples?","answer":"

            Adversarial examples are carefully crafted inputs designed to deceive machine learning models. By applying small, imperceptible perturbations to legitimate data, these inputs cause the model to make incorrect predictions.<\/p>"},{"question":"How did the concept of adversarial examples originate?","answer":"

            The concept of adversarial examples was first introduced in 2013 by Dr. Christian Szegedy and his team. They demonstrated that even state-of-the-art neural networks were highly susceptible to adversarial perturbations.<\/p>"},{"question":"How do adversarial examples work?","answer":"

            Adversarial examples exploit the vulnerabilities of machine learning models by manipulating the decision boundary in the feature space. Small perturbations are carefully calculated to maximize prediction errors while remaining visually imperceptible.<\/p>"},{"question":"What are the key features of adversarial examples?","answer":"

            The key features include imperceptibility, transferability, black-box attacks, and the effectiveness of adversarial training.<\/p>"},{"question":"What types of adversarial examples exist?","answer":"

            Adversarial examples can be classified based on their generation techniques and attack goals. Types include white-box attacks, black-box attacks, untargeted attacks, targeted attacks, physical attacks, and poisoning attacks.<\/p>"},{"question":"How can adversarial examples be used?","answer":"

            Adversarial examples are used for model evaluation and security assessments, identifying vulnerabilities in machine learning systems, such as autonomous vehicles.<\/p>"},{"question":"What are the problems related to adversarial examples and their solutions?","answer":"

            Problems include model robustness, adaptability, and privacy concerns. Solutions involve adversarial training, defensive distillation, and proper data handling.<\/p>"},{"question":"How do adversarial examples compare to outliers and noise?","answer":"

            Adversarial examples differ from outliers and noise in their intention, impact, and incorporation in models.<\/p>"},{"question":"What are the future perspectives and technologies related to adversarial examples?","answer":"

            The future involves advancements in both attacks and defenses, with researchers developing more robust techniques to protect against adversarial manipulations.<\/p>"},{"question":"How can proxy servers be associated with adversarial examples?","answer":"

            Proxy servers enhance online privacy and security, which indirectly affects how adversarial attacks are conducted. They provide an additional layer of security, making it more challenging for attackers to trace the origin of adversarial attacks.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/475821","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/wiki\/475821\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media\/467500"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/in\/wp-json\/wp\/v2\/media?parent=475821"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}