{"id":224397,"date":"2025-11-02T19:26:22","date_gmt":"2025-11-02T20:26:22","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/2111-03120\/"},"modified":"2025-11-02T19:26:22","modified_gmt":"2025-11-02T20:26:22","slug":"2111-03120","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/2111-03120\/","title":{"rendered":"\u0645\u0642\u0627\u0644\u0647 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631 \u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 PDF \u0641\u0627\u0631\u0633\u06cc + \u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc + \u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc"},"content":{"rendered":"<div style=\"background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 30px; border-radius: 15px; color: white; margin-bottom: 30px;\">\n<h2 style=\"color: white; text-align: center; margin-bottom: 20px;\">\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc<\/h2>\n<\/p><\/div>\n<table class=\"paper-info-table\" border=\"1\" cellpadding=\"10\" cellspacing=\"0\" style=\"width: 100%; margin-bottom: 20px; border-collapse: collapse; direction: rtl;\">\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right; width: 35%;\">\u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa; font-weight: bold;\">\u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631 \u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646<\/th>\n<td style=\"text-align: right; background-color: #ffffff;\">Peru Bhardwaj, John Kelleher, Luca Costabello, Declan O&#039;Sullivan<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #1F3A5E; color: white; text-align: right;\">\u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u0639\u0644\u0645\u06cc<\/th>\n<td style=\"text-align: right; background-color: #f8f9fa;\">Machine Learning,Artificial Intelligence,Computation and Language,Neural and Evolutionary Computing<\/td>\n<\/tr>\n<\/table>\n<div style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n  <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83d\udcd8 \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc<\/h2>\r\n  <ul style=\"list-style-type: \u2705; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    <li>\u0634\u0627\u0645\u0644 <strong>\u0641\u0627\u06cc\u0644 \u0627\u0635\u0644\u06cc \u0645\u0642\u0627\u0644\u0647 (PDF \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc)<\/strong><\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0641\u0627\u06cc\u0644 PDF \u062a\u0648\u0636\u06cc\u062d \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0627 \u0628\u06cc\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0646<\/li>\r\n    <li>\u062f\u0627\u0631\u0627\u06cc <strong>\u067e\u0627\u062f\u06a9\u0633\u062a \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u062a\u0648\u0636\u06cc\u062d \u06a9\u0627\u0645\u0644 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n    <li>\u0628\u0647 \u0647\u0645\u0631\u0627\u0647 <strong>\u0648\u06cc\u062f\u06cc\u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0642\u0627\u0644\u0647<\/li>\r\n  <\/ul>\r\n  <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\">\r\n    \ud83c\udfaf \u0647\u0645\u0647\u200c\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0628\u0627 \u0647\u062f\u0641 \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0639\u0644\u0645\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0647\u06cc\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f.\r\n  <\/p>\r\n  <p style=\"font-size: 16px; line-height: 1.8;\">\r\n    \u0686\u0646\u0627\u0646\u0686\u0647 \u062f\u0631 <strong>\u062f\u0627\u0646\u0644\u0648\u062f \u0641\u0627\u06cc\u0644\u200c\u0647\u0627<\/strong> \u0628\u0627 \u0645\u0634\u06a9\u0644\u06cc \u0645\u0648\u0627\u062c\u0647 \u0634\u062f\u06cc\u062f\u060c \u0644\u0637\u0641\u0627\u064b \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 \r\n    <strong>09395106248<\/strong> \u06cc\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645 \r\n    <strong>@ma_limbs<\/strong> \u067e\u06cc\u0627\u0645 \u062f\u0647\u06cc\u062f \u062a\u0627 \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0641\u0648\u0631\u0627\u064b \u0628\u0631\u0627\u06cc\u062a\u0627\u0646 \u0645\u062c\u062f\u062f\u0627\u064b \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.\r\n  <\/p>\r\n<\/div>\r\n\n<article class=\"violin-complex-pieces\" style=\"font-family: 'Vazirmatn', sans-serif;color: #2E2E2E;line-height: 1.75;max-width: 800px;margin: 40px auto;padding: 30px;background: #FFFFFF;border-radius: 12px;box-shadow: 0 6px 20px rgba(0,0,0,0.05);\">\n<style>\n.violin-complex-pieces h1 { text-align: center; font-size: 2.8rem; color: #1F3A5E; margin-bottom: 24px; }\n.violin-complex-pieces h2 { position: relative; font-size: 1.9rem; color: #243A5E; margin-top: 36px; margin-bottom: 16px; padding-bottom: 6px; }\n.violin-complex-pieces h2::after { content: \"\"; position: absolute; left: 0; bottom: 0; width: 60px; height: 4px; background: linear-gradient(90deg,#4A90E2,#50E3C2); border-radius: 2px; }\n.section-box { background: #F7F9FC; border: 1px solid #E0E4E8; border-radius: 8px; padding: 24px; margin-top: 20px; transition: transform 0.2s, box-shadow 0.2s; }\n.section-box:hover { transform: translateY(-4px); box-shadow: 0 8px 24px rgba(42,77,102,0.1); }\n.section-box p, .section-box ul { margin-bottom: 12px; }\nul { margin-left: 24px; }\nul li { margin-bottom: 8px; }\n.highlight { background: #EAF4FF; color: #1F3A5E; padding: 3px 6px; border-radius: 4px; font-weight: bold; }\n<\/style>\n<h1>\u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631 \u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647<\/h1>\n<div class='section-box'>\n<h2>\u06f1. \u0645\u0642\u062f\u0645\u0647 \u0648 \u0627\u0647\u0645\u06cc\u062a \u067e\u0698\u0648\u0647\u0634<\/h2>\n<p>\u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 (Knowledge Graphs &#8211; KGs) \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647\u200c\u0627\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u062f\u0627\u0646\u0634 \u062c\u0647\u0627\u0646 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 (Entities) \u0648 \u0631\u0648\u0627\u0628\u0637 (Relations) \u0645\u06cc\u0627\u0646 \u0622\u0646\u200c\u0647\u0627 \u0646\u0645\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627 \u0646\u0642\u0634 \u062d\u06cc\u0627\u062a\u06cc \u062f\u0631 \u062f\u0631\u06a9 \u0645\u0627\u0634\u06cc\u0646\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e\u060c \u0648 \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631\u0647\u0627 \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0628\u0627 \u0638\u0647\u0648\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 (Knowledge Graph Embeddings &#8211; KGEs) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0631\u0648\u0634\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0631\u0648\u0627\u0628\u0637 \u062f\u0631 \u0627\u06cc\u0646 \u06af\u0631\u0627\u0641\u200c\u0647\u0627 \u0638\u0647\u0648\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. KGEs \u0627\u0645\u06a9\u0627\u0646 \u0627\u0646\u062c\u0627\u0645 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u06cc\u0648\u0646\u062f (Link Prediction) \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u0646\u062f\u060c \u06a9\u0647 \u062f\u0631 \u0622\u0646 \u0645\u062f\u0644 \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0631\u0648\u0627\u0628\u0637 \u0646\u0627\u0634\u0646\u0627\u062e\u062a\u0647 \u0628\u06cc\u0646 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0631\u0627 \u062d\u062f\u0633 \u0628\u0632\u0646\u062f.<\/p>\n<p>\u0628\u0627 \u0648\u062c\u0648\u062f \u06a9\u0627\u0631\u0628\u0631\u062f \u06af\u0633\u062a\u0631\u062f\u0647 KGEs\u060c \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0622\u0646\u200c\u0647\u0627 \u06a9\u0645\u062a\u0631 \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 (Adversarial Attacks) \u0628\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u062e\u062a\u0644\u0627\u0644 \u062c\u062f\u06cc \u062f\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a \u0628\u0627 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u06cc\u0627 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0645\u062f\u0644 \u0631\u0627 \u0641\u0631\u06cc\u0628 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 KGEs\u060c \u0627\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u0646\u0634 \u0631\u0627 \u0628\u06cc\u200c\u0627\u0639\u062a\u0628\u0627\u0631 \u06a9\u0631\u062f\u0647 \u0648 \u0646\u062a\u0627\u06cc\u062c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0645\u062a\u06a9\u06cc \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u0645\u062e\u062f\u0648\u0634 \u0633\u0627\u0632\u0646\u062f.<\/p>\n<p>\u067e\u0698\u0648\u0647\u0634 \u062d\u0627\u0636\u0631 \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0648 \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0646\u0648\u0627\u0639 \u0627\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a\u060c \u06cc\u0639\u0646\u06cc \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 (Data Poisoning Attacks) \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u0628\u0631\u0627\u06cc \u0648\u0638\u06cc\u0641\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u06cc\u0648\u0646\u062f \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u0627\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0635\u0648\u0631\u062a \u0645\u06cc\u200c\u06af\u06cc\u0631\u0646\u062f \u0648 \u0647\u062f\u0641 \u0622\u0646\u200c\u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0634\u06a9\u0633\u062a \u062f\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0646\u062a\u0627\u062c (Test Time) \u0627\u0633\u062a. \u0627\u0647\u0645\u06cc\u062a \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u062f\u0631 \u06a9\u0634\u0641 \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u0627\u0645\u0646\u06cc\u062a\u06cc KGEs \u0648 \u0627\u0631\u0627\u0626\u0647 \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062e\u0646\u062b\u06cc\u200c\u0633\u0627\u0632\u06cc \u062d\u0645\u0644\u0627\u062a \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f2. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062a\u0648\u0633\u0637 Peru Bhardwaj\u060c John Kelleher\u060c Luca Costabello \u0648 Declan O&#8217;Sullivan \u0646\u06af\u0627\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062a\u06cc\u0645 \u067e\u0698\u0648\u0647\u0634\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc\u060c \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0648 \u0632\u0628\u0627\u0646\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0639\u0635\u0628\u06cc \u0648 \u062a\u06a9\u0627\u0645\u0644\u06cc \u0641\u0639\u0627\u0644\u06cc\u062a \u062f\u0627\u0631\u0646\u062f. \u062a\u062e\u0635\u0635 \u0645\u0634\u062a\u0631\u06a9 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u0637\u0631\u0627\u062d\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0646\u0645\u0627\u06cc\u0634 \u0645\u0639\u0646\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062f\u0631\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u0645\u0627\u0646\u0646\u062f \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634\u060c \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0631\u0627 \u062f\u0631 \u0628\u0633\u062a\u0631\u06cc \u0639\u0644\u0645\u06cc \u0642\u0648\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p>\u0632\u0645\u06cc\u0646\u0647 \u0627\u0635\u0644\u06cc \u062a\u062d\u0642\u06cc\u0642 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u062a\u0642\u0627\u0637\u0639 \u0633\u0647 \u062d\u0648\u0632\u0647 \u0645\u0647\u0645 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><span class='highlight'>\u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 (Knowledge Graphs):<\/span> \u0645\u0637\u0627\u0644\u0639\u0647 \u0633\u0627\u062e\u062a\u0627\u0631\u060c \u0646\u0645\u0627\u06cc\u0634 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634.<\/li>\n<li><span class='highlight'>\u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 (Knowledge Graph Embeddings):<\/span> \u062a\u0648\u0633\u0639\u0647 \u0648 \u0628\u0647\u0628\u0648\u062f \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u0645\u0627\u06cc\u0634\u200c\u0647\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u0648\u062c\u0648\u062f\u06cc\u062a\u200c\u0647\u0627 \u0648 \u0631\u0648\u0627\u0628\u0637 \u062f\u0631 \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634.<\/li>\n<li><span class='highlight'>\u0627\u0645\u0646\u06cc\u062a \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc (AI Security) \u0648 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647:<\/span> \u0628\u0631\u0631\u0633\u06cc \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u0648\u0633\u0639\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc.<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u062a\u0644\u0627\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0627 \u062a\u0644\u0641\u06cc\u0642 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u060c \u0628\u0647 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0632 \u062d\u0645\u0644\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u0631\u0627 \u062a\u0647\u062f\u06cc\u062f \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u062f\u0633\u062a \u06cc\u0627\u0628\u062f \u0648 \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 \u0622\u0646\u200c\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f3. \u0686\u06a9\u06cc\u062f\u0647 \u0648 \u062e\u0644\u0627\u0635\u0647 \u0645\u062d\u062a\u0648\u0627<\/h2>\n<p>\u0645\u0642\u0627\u0644\u0647 \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 &#8220;\u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631 \u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647&#8221; \u0628\u0647 \u0628\u0631\u0631\u0633\u06cc \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u067e\u0631\u062f\u0627\u0632\u062f. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0627\u06cc\u0646 \u0646\u06a9\u062a\u0647 \u0627\u0634\u0627\u0631\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0628\u0627 \u0648\u062c\u0648\u062f \u06af\u0633\u062a\u0631\u062f\u06af\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 KGEs\u060c \u062f\u0631\u06a9 \u0627\u0646\u062f\u06a9\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u0627\u0645\u0646\u06cc\u062a\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0645\u062e\u062a\u0644 \u06a9\u0646\u0646\u062f\u060c \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647\u060c \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u06cc\u0627 \u062d\u0630\u0641 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u0631\u0628\u060c \u0633\u0639\u06cc \u062f\u0631 \u062a\u062e\u0631\u06cc\u0628 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0622\u0632\u0645\u0648\u0646 \u062f\u0627\u0631\u0646\u062f. \u0646\u06a9\u062a\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc <span class='highlight'>\u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647 (Instance Attribution Methods)<\/span> \u0627\u0632 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0641\u0633\u06cc\u0631\u06cc (Interpretable Machine Learning) \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc (\u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc) \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0628\u0631 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0632\u0645\u0648\u0646 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<p>\u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 <span class='highlight'>\u062d\u0630\u0641\u200c\u0647\u0627\u06cc \u062e\u0635\u0645\u0627\u0646\u0647 (Adversarial Deletions)<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0627\u06cc\u0646\u060c \u06cc\u06a9 \u0631\u0648\u0634 \u0627\u0628\u062a\u06a9\u0627\u0631\u06cc (Heuristic Method) \u0628\u0631\u0627\u06cc <span class='highlight'>\u0627\u0636\u0627\u0641\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 (Adversarial Additions)<\/span> \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u062f\u0631 \u0622\u0646\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0648 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u062f\u0631 \u0647\u0631 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u060c \u0628\u0627 \u0647\u062f\u0641 \u0627\u06cc\u062c\u0627\u062f \u0627\u062e\u062a\u0644\u0627\u0644\u060c \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c \u0622\u0632\u0645\u0627\u06cc\u0634\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 (State-of-the-art) \u0628\u0631 \u0631\u0648\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u062f\u0627\u0631\u0646\u062f \u0648 \u0645\u06cc\u0632\u0627\u0646 \u062a\u062e\u0631\u06cc\u0628 \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0639\u06a9\u0648\u0633 (Mean Reciprocal Rank &#8211; MRR) \u0646\u0627\u0634\u06cc \u0627\u0632 \u062d\u0645\u0644\u0627\u062a \u0631\u0627 \u062a\u0627 \u06f6\u06f2\u066a \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 (Baselines) \u0628\u0647\u0628\u0648\u062f \u0645\u06cc\u200c\u0628\u062e\u0634\u0646\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f4. \u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u062a\u062d\u0642\u06cc\u0642<\/h2>\n<p>\u0631\u0648\u0634\u200c\u0634\u0646\u0627\u0633\u06cc \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634 \u0628\u0631 \u062f\u0648 \u0633\u062a\u0648\u0646 \u0627\u0635\u0644\u06cc \u0627\u0633\u062a\u0648\u0627\u0631 \u0627\u0633\u062a: \u062f\u0631\u06a9 \u062a\u0623\u062b\u06cc\u0631 \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0644 \u0648 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0627\u0646\u0634 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0645\u0624\u062b\u0631.<\/p>\n<p><strong>\u0627\u0644\u0641) \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631 \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647:<\/strong><\/p>\n<p>\u0645\u0631\u062d\u0644\u0647 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u06a9\u0647 \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0641\u0633\u06cc\u0631\u06cc \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647\u200c\u0627\u0646\u062f\u060c \u0628\u0647 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062a\u0627 \u0628\u0641\u0647\u0645\u0646\u062f \u06a9\u062f\u0627\u0645 \u0628\u062e\u0634 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0631\u0648\u062f\u06cc \u06cc\u0627 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0646\u0642\u0634 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u062e\u0627\u0635 \u062a\u0648\u0633\u0637 \u0645\u062f\u0644 \u062f\u0627\u0634\u062a\u0647\u200c\u0627\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0647\u062f\u0641 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc (Triplets) \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u06cc\u06a9 \u067e\u06cc\u0648\u0646\u062f \u062e\u0627\u0635 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0622\u0632\u0645\u0648\u0646 \u062f\u0627\u0631\u0646\u062f.<\/p>\n<ul>\n<li><strong>\u0645\u0641\u0647\u0648\u0645 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc:<\/strong> \u062f\u0631 \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634\u060c \u0647\u0631 \u06af\u0632\u0627\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc (\u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0633\u0631\u060c \u0631\u0627\u0628\u0637\u0647\u060c \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u062f\u0645) \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f\u060c \u0645\u062b\u0644\u0627\u064b (\u0627\u06cc\u0646\u0634\u062a\u06cc\u0646\u060c \u0634\u063a\u0644\u060c \u0641\u06cc\u0632\u06cc\u06a9\u062f\u0627\u0646).<\/li>\n<li><strong>\u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u06cc\u0648\u0646\u062f:<\/strong> \u0645\u062f\u0644 KGE \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u062c\u0641\u062a \u0645\u0648\u062c\u0648\u062f\u06cc\u062a (\u0645\u0627\u0646\u0646\u062f (\u0627\u06cc\u0646\u0634\u062a\u06cc\u0646\u060c \u0641\u06cc\u0632\u06cc\u06a9\u062f\u0627\u0646))\u060c \u0627\u062d\u062a\u0645\u0627\u0644 \u0648\u062c\u0648\u062f \u06cc\u06a9 \u0631\u0627\u0628\u0637\u0647 \u062e\u0627\u0635 (\u0645\u0627\u0646\u0646\u062f &#8220;\u0634\u063a\u0644&#8221;) \u0631\u0627 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<li><strong>\u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647:<\/strong> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647\u060c \u0645\u0627\u0646\u0646\u062f Shapley Values \u06cc\u0627 Gradient-based methods\u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0627\u0645\u062a\u06cc\u0627\u0632\u06cc \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u06a9\u0647 \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0645\u06cc\u0632\u0627\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0622\u0646 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u062f\u0644 \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc \u0622\u0632\u0645\u0648\u0646 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<p>\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u060c \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0645\u0646\u0641\u06cc \u0631\u0627 \u0628\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u062f\u0631 \u0632\u0645\u0627\u0646 \u0622\u0632\u0645\u0648\u0646 \u062f\u0627\u0631\u0646\u062f\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627 \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u0645\u062f\u0644 \u0631\u0627 \u0622\u0634\u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/p>\n<p><strong>\u0628) \u0627\u062c\u0631\u0627\u06cc \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647:<\/strong><\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u060c \u062f\u0648 \u0646\u0648\u0639 \u062d\u0645\u0644\u0647 \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li><span class='highlight'>\u062d\u0630\u0641\u200c\u0647\u0627\u06cc \u062e\u0635\u0645\u0627\u0646\u0647 (Adversarial Deletions):<\/span> \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0647 \u0628\u0627 \u0627\u0645\u062a\u06cc\u0627\u0632 \u0628\u0627\u0644\u0627\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u0646\u0641\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062d\u0630\u0641 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u062d\u0630\u0641\u200c\u0647\u0627 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u0622\u0633\u06cc\u0628 \u0631\u0627 \u0628\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0631 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0648\u0627\u0631\u062f \u06a9\u0646\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0627\u0636\u0627\u0641\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 (Adversarial Additions):<\/span> \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0646\u0648\u0639 \u062d\u0645\u0644\u0647\u060c \u0627\u0632 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0627\u0628\u062a\u06a9\u0627\u0631\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06cc\u06a9\u06cc \u0627\u0632 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u060c \u06cc\u06a9\u06cc \u0627\u0632 \u062f\u0648 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a (\u0633\u0631 \u06cc\u0627 \u062f\u0645) \u0622\u0646 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc \u0628\u0627 \u06cc\u06a9 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u062c\u062f\u06cc\u062f \u06cc\u0627 \u0645\u0648\u062c\u0648\u062f\u06cc\u062a \u0646\u0627\u062f\u0631\u0633\u062a \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f \u062a\u0627 \u06cc\u06a9 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc \u062c\u062f\u06cc\u062f \u0628\u0647 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0636\u0627\u0641\u0647 \u0634\u0648\u062f. \u0627\u06cc\u0646 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0645\u062f\u0644 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0646\u0627\u062f\u0631\u0633\u062a \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u062f.<\/li>\n<\/ul>\n<p><strong>\u062c) \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc:<\/strong><\/p>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u062d\u0645\u0644\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0639\u06cc\u0627\u0631\u0647\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u06cc\u0648\u0646\u062f\u060c \u0628\u0647 \u0648\u06cc\u0698\u0647 MRR\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f. MRR \u0645\u06cc\u0627\u0646\u06af\u06cc\u0646 \u0645\u0639\u06a9\u0648\u0633 \u0631\u062a\u0628\u0647 \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc\u200c\u0647\u0627\u06cc \u0635\u062d\u06cc\u062d \u0645\u062f\u0644 \u0627\u0633\u062a\u061b \u0647\u0631\u0686\u0647 MRR \u0628\u0627\u0644\u0627\u062a\u0631 \u0628\u0627\u0634\u062f\u060c \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0628\u0647\u062a\u0631 \u0627\u0633\u062a. \u0645\u0642\u0627\u06cc\u0633\u0647 MRR \u0642\u0628\u0644 \u0648 \u0628\u0639\u062f \u0627\u0632 \u062d\u0645\u0644\u0647\u060c \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062d\u0645\u0644\u0647\u060c \u0646\u0634\u0627\u0646\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0627\u0633\u062a.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f5. \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc<\/h2>\n<p>\u0646\u062a\u0627\u06cc\u062c \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642\u060c \u062f\u0631\u06a9 \u062c\u062f\u06cc\u062f\u06cc \u0627\u0632 \u0627\u0645\u0646\u06cc\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0628\u0631\u062a\u0631\u06cc \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0627\u062b\u0628\u0627\u062a \u0645\u06cc\u200c\u0631\u0633\u0627\u0646\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647:<\/span> \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0642\u0627\u0637 \u0636\u0639\u0641 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0637\u0631\u0627\u062d\u06cc \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0645\u0624\u062b\u0631 \u0647\u0633\u062a\u0646\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u06a9\u0647 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u0642\u0627\u0637 \u062a\u0635\u0627\u062f\u0641\u06cc \u0631\u0627 \u0647\u062f\u0641 \u0642\u0631\u0627\u0631 \u062f\u0647\u0646\u062f\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u0628\u0631 \u0645\u062f\u0644 \u062f\u0627\u0631\u0646\u062f\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0628\u0631\u062a\u0631\u06cc \u062d\u0645\u0644\u0627\u062a \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc:<\/span> \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062d\u0630\u0641 \u0648 \u0627\u0636\u0627\u0641\u0647 \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u060c \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u062d\u0645\u0644\u0627\u062a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u0648\u062c\u0648\u062f \u062f\u0627\u0631\u0646\u062f. \u0627\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a \u0642\u0627\u062f\u0631\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0631\u0627 \u062f\u0631 \u0648\u0638\u0627\u06cc\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u067e\u06cc\u0648\u0646\u062f \u0645\u062e\u062a\u0644 \u06a9\u0646\u0646\u062f.<\/li>\n<li><span class='highlight'>\u06a9\u0627\u0647\u0634 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647 \u062a\u062e\u0631\u06cc\u0628 MRR:<\/span> \u0645\u0647\u0645\u062a\u0631\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647 \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc (\u06a9\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0647\u0645\u06cc\u0646 \u062a\u062d\u0644\u06cc\u0644 \u062d\u0645\u0644\u0627\u062a \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f) \u062f\u0631 \u0628\u0647\u0628\u0648\u062f MRR \u0646\u0627\u0634\u06cc \u0627\u0632 \u062d\u0645\u0644\u0627\u062a \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647\u0628\u0648\u062f \u062a\u0627 \u06f6\u06f2\u066a \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u0647 \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u062f\u0627\u0646 \u0645\u0639\u0646\u0627\u0633\u062a \u06a9\u0647 \u0645\u062f\u0644\u200c\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627\u060c \u0645\u0642\u0627\u0648\u0645\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062d\u0645\u0644\u0627\u062a \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0635\u062d\u06cc\u062d \u062e\u0648\u062f \u0631\u0627 \u062d\u0641\u0638 \u06a9\u0646\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0645\u062f\u0644-\u0622\u06af\u0646\u0648\u0633\u062a\u06cc\u06a9 \u0628\u0648\u062f\u0646:<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647 \u06a9\u0647 \u063a\u0627\u0644\u0628\u0627\u064b \u0645\u062f\u0644-\u0622\u06af\u0646\u0648\u0633\u062a\u06cc\u06a9 (Model-Agnostic) \u0647\u0633\u062a\u0646\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0645\u0639\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u0632 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u062f\u060c \u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0627\u0631\u0632\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0622\u0646 \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0637\u0648\u0631 \u062e\u0644\u0627\u0635\u0647\u060c \u0627\u06cc\u0646 \u06cc\u0627\u0641\u062a\u0647\u200c\u0647\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u06a9\u0647 \u0645\u0647\u0627\u062c\u0645\u0627\u0646 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u062f\u0631\u06a9 \u0646\u062d\u0648\u0647 \u062a\u0623\u062b\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631 \u0645\u062f\u0644\u060c \u062d\u0645\u0644\u0627\u062a \u0647\u062f\u0641\u0645\u0646\u062f\u06cc \u0631\u0627 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u0646\u062f \u0648 \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0647\u0645\u06cc\u0646 \u062f\u0627\u0646\u0634\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0645\u0642\u0627\u0648\u0645\u200c\u062a\u0631 \u0628\u0633\u0627\u0632\u06cc\u0645.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f6. \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u0648 \u062f\u0633\u062a\u0627\u0648\u0631\u062f\u0647\u0627<\/h2>\n<p>\u062f\u0633\u062a\u0627\u0648\u0631\u062f \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u067e\u0698\u0648\u0647\u0634\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0645\u0646\u06cc\u062a \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u067e\u06cc\u0627\u0645\u062f\u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u06af\u0631\u0627\u0641\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0634 \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634:<\/span> \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e\u060c \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u060c \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631 \u06a9\u0647 \u0627\u0632 KGEs \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0645\u0642\u0627\u0648\u0645\u200c\u062a\u0631 \u0634\u0648\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0631\u0627\u0626\u0647 \u0646\u062a\u0627\u06cc\u062c \u062f\u0642\u06cc\u0642\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><span class='highlight'>\u062a\u0648\u0633\u0639\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc \u062c\u062f\u06cc\u062f:<\/span> \u0627\u06cc\u0646 \u062a\u062d\u0642\u06cc\u0642 \u0633\u0646\u06af \u0628\u0646\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062f\u0641\u0627\u0639\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0647 \u0637\u0648\u0631 \u0641\u0639\u0627\u0644 \u062d\u0645\u0644\u0627\u062a \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u062e\u0646\u062b\u06cc \u06a9\u0646\u0646\u062f. \u0628\u0627 \u062f\u0631\u06a9 \u0686\u06af\u0648\u0646\u06af\u06cc \u062a\u0623\u062b\u06cc\u0631\u06af\u0630\u0627\u0631\u06cc \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc\u06cc \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f \u06a9\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u0631\u0628 \u0645\u0642\u0627\u0648\u0645\u200c\u062a\u0631 \u0647\u0633\u062a\u0646\u062f (Adversarial Robustness).<\/li>\n<li><span class='highlight'>\u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0627\u0632 \u0622\u0633\u06cc\u0628\u200c\u067e\u0630\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc KGE:<\/span> \u067e\u0698\u0648\u0647\u0634 \u062d\u0627\u0636\u0631\u060c \u0634\u06a9\u0627\u0641 \u062f\u0627\u0646\u0634 \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0645\u0646\u06cc\u062a KGEs \u0631\u0627 \u067e\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062c\u0627\u0645\u0639\u0647 \u062a\u062d\u0642\u06cc\u0642\u0627\u062a\u06cc \u0631\u0627 \u0628\u0647 \u0633\u0645\u062a \u062a\u0648\u062c\u0647 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc\u200c\u0646\u0645\u0627\u06cc\u062f.<\/li>\n<li><span class='highlight'>\u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0641\u0633\u06cc\u0631\u06cc:<\/span> \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0632 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0641\u0633\u06cc\u0631\u06cc (XAI) \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u0627\u0645\u0646\u06cc\u062a\u06cc \u062f\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 \u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f\u060c \u0648 \u0627\u06cc\u0646 \u062f\u0648 \u062d\u0648\u0632\u0647 \u0631\u0627 \u0628\u0647 \u0647\u0645 \u067e\u06cc\u0648\u0646\u062f \u0645\u06cc\u200c\u0632\u0646\u062f.<\/li>\n<li><span class='highlight'>\u0628\u0647\u0628\u0648\u062f \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0645\u062f\u0644\u200c\u0647\u0627 \u062f\u0631 \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u062d\u0645\u0644\u0627\u062a:<\/span> \u0628\u0627 \u06a9\u0627\u0647\u0634 \u062a\u062e\u0631\u06cc\u0628 MRR \u062a\u0627 \u06f6\u06f2%\u060c \u0627\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0639\u0645\u0644\u06cc \u0628\u0647 \u062d\u0641\u0638 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u0637\u0644\u0648\u0628 \u0645\u062f\u0644\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u062d\u062a\u06cc \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0622\u0644\u0648\u062f\u0647 \u0634\u062f\u0647 \u0628\u0627\u0634\u0646\u062f.<\/li>\n<\/ul>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u062a\u0635\u0648\u0631 \u06a9\u0646\u06cc\u062f \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631 \u062f\u0631 \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u062a\u062c\u0627\u0631\u062a \u0627\u0644\u06a9\u062a\u0631\u0648\u0646\u06cc\u06a9 \u0627\u0632 \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06af\u0631 \u0627\u06cc\u0646 \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u062a\u0648\u0633\u0637 \u06cc\u06a9 \u062d\u0645\u0644\u0647 \u0645\u0633\u0645\u0648\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u0634\u0648\u062f\u060c \u0633\u06cc\u0633\u062a\u0645 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0645\u062d\u0635\u0648\u0644\u0627\u062a \u0646\u0627\u0645\u0631\u062a\u0628\u0637 \u06cc\u0627 \u062d\u062a\u06cc \u0645\u0636\u0631 \u0631\u0627 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u062f\u0647\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06a9\u0634\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0686\u0646\u06cc\u0646 \u062d\u0645\u0644\u0627\u062a\u06cc \u0631\u0627 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u067e\u06cc\u0634 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0627\u062b\u0631 \u0645\u062e\u0631\u0628\u06cc \u0628\u06af\u0630\u0627\u0631\u0646\u062f\u060c \u062e\u0646\u062b\u06cc \u06a9\u0631\u062f.<\/p>\n<\/p><\/div>\n<div class='section-box'>\n<h2>\u06f7. \u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/h2>\n<p>\u0645\u0642\u0627\u0644\u0647 &#8220;\u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631 \u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647&#8221; \u06af\u0627\u0645\u06cc \u0645\u0647\u0645 \u062f\u0631 \u062c\u0647\u062a \u062f\u0631\u06a9 \u0648 \u062a\u0636\u0645\u06cc\u0646 \u0627\u0645\u0646\u06cc\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc KGE \u0628\u0631\u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a. \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647\u060c \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u062a\u0641\u0633\u06cc\u0631\u06cc\u060c \u0633\u0647\u200c\u062a\u0627\u06cc\u06cc\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u06cc\u0634\u062a\u0631\u06cc\u0646 \u062a\u0623\u062b\u06cc\u0631 \u0631\u0627 \u0628\u0631 \u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u062f\u0627\u0631\u0646\u062f\u060c \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06a9\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u06a9\u0634\u0641\u060c \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0631\u0627 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\u0627\u0639\u062a\u0645\u0627\u062f\u062a\u0631 \u0648 \u0627\u0645\u0646\u200c\u062a\u0631 \u0628\u0627\u0634\u06cc\u0645 \u06a9\u0647 \u06a9\u0645\u062a\u0631 \u062f\u0631 \u0645\u0639\u0631\u0636 \u0633\u0648\u0621\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0642\u0631\u0627\u0631 \u06af\u06cc\u0631\u0646\u062f.<\/p>\n<\/p><\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud83d\udcda \u0645\u0642\u0627\u0644\u0647 \u0639\u0644\u0645\u06cc \u0639\u0646\u0648\u0627\u0646 \u0641\u0627\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u062d\u0645\u0644\u0627\u062a \u062e\u0635\u0645\u0627\u0646\u0647 \u0628\u0631 \u0627\u0645\u0628\u062f\u06cc\u0646\u06af \u06af\u0631\u0627\u0641 \u062f\u0627\u0646\u0634 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0646\u0633\u0628\u062a\u200c\u062f\u0647\u06cc \u0646\u0645\u0648\u0646\u0647 \u0646\u0648\u06cc\u0633\u0646\u062f\u06af\u0627\u0646 Peru Bhardwaj, [&hellip;]<\/p>\n","protected":false},"featured_media":208799,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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