{"id":5174,"date":"2025-10-19T19:48:40","date_gmt":"2025-10-19T16:18:40","guid":{"rendered":"https:\/\/aidreamslab.com\/blog\/weak-for-strong-w4s-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-%d9%86%d9%88%d8%a2%d9%88%d8%b1%d8%a7%d9%86%d9%87-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%aa%d9%82%d9%88%db%8c%d8%aa%db%8c\/"},"modified":"2025-10-19T19:48:40","modified_gmt":"2025-10-19T16:18:40","slug":"weak-for-strong-w4s-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-%d9%86%d9%88%d8%a2%d9%88%d8%b1%d8%a7%d9%86%d9%87-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%aa%d9%82%d9%88%db%8c%d8%aa%db%8c","status":"publish","type":"post","link":"https:\/\/aidreamslab.com\/blog\/weak-for-strong-w4s-%d8%a7%d9%84%da%af%d9%88%d8%b1%db%8c%d8%aa%d9%85-%d9%86%d9%88%d8%a2%d9%88%d8%b1%d8%a7%d9%86%d9%87-%db%8c%d8%a7%d8%af%da%af%db%8c%d8%b1%db%8c-%d8%aa%d9%82%d9%88%db%8c%d8%aa%db%8c\/","title":{"rendered":"Weak-for-Strong (W4S): \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc"},"content":{"rendered":"<h2>\u0645\u0642\u062f\u0645\u0647<\/h2>\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0631\u0648 \u0628\u0647 \u0631\u0634\u062f \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0648 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u062a\u0623\u06a9\u06cc\u062f \u0628\u0631 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0627\u06cc\u0646\u062f\u0647\u0627 \u0648 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627 \u0627\u0632 \u0627\u0647\u0645\u06cc\u062a \u0648\u06cc\u0698\u0647\u200c\u0627\u06cc \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0627\u0633\u062a. \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0627\u062e\u06cc\u0631\u0627\u064b \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a\u060c Weak-for-Strong (W4S) \u0646\u0627\u0645 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0627\u0635 \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0645\u062a\u0627 \u06a9\u0647 \u062e\u0648\u062f \u0636\u0639\u06cc\u0641 \u0627\u0633\u062a\u060c \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0647 \u0645\u0639\u0631\u0641\u06cc \u0648 \u0628\u0631\u0631\u0633\u06cc \u0645\u0632\u0627\u06cc\u0627\u06cc W4S \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f \u0648 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0622\u0646 \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<h2>\u0645\u0639\u0631\u0641\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Weak-for-Strong (W4S)<\/h2>\n<p>\u0645\u062d\u0642\u0642\u0627\u0646 \u062f\u0627\u0646\u0634\u06af\u0627\u0647 \u0627\u0633\u062a\u0646\u0641\u0648\u0631\u062f\u060c EPFL \u0648 UNC \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u06cc \u0628\u0647 \u0646\u0627\u0645 Weak-for-Strong \u0631\u0627 \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u0647\u200c\u0627\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u062c\u062f\u06cc\u062f \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u06cc\u06a9 \u0639\u0627\u0645\u0644 \u0645\u062a\u0627 \u0636\u0639\u06cc\u0641 \u0628\u0647 \u062c\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0642\u0648\u06cc\u060c \u0628\u0647 \u062a\u0646\u0638\u06cc\u0645 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062a\u0627\u0632\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0647 \u0645\u062a\u0627\u200c\u0639\u0627\u0645\u0644 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0632 \u0642\u0648\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u062f \u0628\u062f\u0648\u0646 \u0622\u0646\u06a9\u0647 \u062e\u0648\u062f \u0628\u0647 \u0622\u0646\u200c\u0647\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u0633\u062a\u0642\u06cc\u0645\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f.<\/p>\n<h3>\u0686\u0631\u0627 W4S \u0645\u0647\u0645 \u0627\u0633\u062a\u061f<\/h3>\n<ul>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0632\u0645\u0627\u0646 \u0648 \u0647\u0632\u06cc\u0646\u0647:<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 W4S\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u062a\u0631\u06cc \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0632\u0645\u0627\u0646 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<li><strong>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0647\u06cc\u0646\u0647 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639:<\/strong> \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 \u0628\u0647 \u0645\u062a\u0627\u200c\u0639\u0627\u0645\u0644 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0647 \u062c\u0627\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0631\u0648\u06cc \u062a\u0645\u0627\u0645 \u062c\u0632\u0626\u06cc\u0627\u062a\u060c \u0628\u0647 \u0634\u0646\u0627\u062e\u062a \u0627\u0644\u06af\u0648\u0647\u0627 \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0646\u06cc\u0627\u0632\u0647\u0627 \u0628\u067e\u0631\u062f\u0627\u0632\u062f.<\/li>\n<li><strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u0627\u0631\u0627\u06cc\u06cc:<\/strong> W4S \u0639\u0645\u0644\u06a9\u0631\u062f \u0642\u0648\u06cc\u200c\u062a\u0631\u06cc \u0631\u0627 \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0628\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f.<\/li>\n<\/ul>\n<h2>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc W4S \u062f\u0631 \u0632\u0646\u062f\u06af\u06cc \u0648\u0627\u0642\u0639\u06cc<\/h2>\n<p>\u0628\u0627 \u0631\u0634\u062f \u0631\u0648\u0632\u0627\u0641\u0632\u0648\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639 \u0622\u0646\u200c\u0647\u0627\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0634\u0627\u0628\u0647 W4S \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u06af\u0633\u062a\u0631\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0645\u0641\u06cc\u062f \u0648\u0627\u0642\u0639 \u0634\u0648\u0646\u062f. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644:<\/p>\n<ul>\n<li><strong>\u0635\u0646\u0639\u062a \u067e\u0632\u0634\u06a9\u06cc:<\/strong> \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0646\u0639\u062a\u060c \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0628\u0631\u062a\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u062e\u062f\u0645\u0627\u062a \u0645\u0624\u062b\u0631\u062a\u0631\u06cc \u0628\u0647 \u0628\u06cc\u0645\u0627\u0631\u0627\u0646 \u0645\u0646\u062c\u0631 \u0634\u0648\u0646\u062f.<\/li>\n<li><strong>\u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u0646\u062c\u06cc\u0631\u0647 \u062a\u0623\u0645\u06cc\u0646:<\/strong> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627 \u062f\u0631 \u0632\u0646\u062c\u06cc\u0631\u0647 \u062a\u0623\u0645\u06cc\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0648 \u0632\u0645\u0627\u0646 \u062a\u062d\u0648\u06cc\u0644 \u06a9\u0645\u06a9 \u06a9\u0646\u062f.<\/li>\n<li><strong>\u0647\u0648\u0634 \u0645\u0627\u0644\u06cc:<\/strong> \u062f\u0631 \u062d\u0648\u0632\u0647 \u0645\u0627\u0644\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 W4S \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/li>\n<\/ul>\n<h2>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/h2>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645 Weak-for-Strong (W4S) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0646\u0648\u0622\u0648\u0631\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062a\u0642\u0648\u06cc\u062a\u06cc \u0634\u0646\u0627\u062e\u062a\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0637\u0631\u0627\u062d\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u062a\u0631 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u062a\u0631 \u06a9\u0645\u06a9 \u06a9\u0646\u062f. \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0627\u06cc\u0646\u06a9\u0647 \u0631\u06cc\u0634\u0647\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0646\u0648\u0639 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a \u0646\u0634\u0623\u062a \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f\u060c \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc\u200c\u0631\u0633\u062f W4S \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0627\u06cc\u0641\u0627 \u06a9\u0646\u062f.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 \u062f\u0631 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