{"id":5930,"date":"2025-09-27T19:46:36","date_gmt":"2025-09-27T14:46:36","guid":{"rendered":"https:\/\/cifrum.kz\/camia-zhana-shabuyl-adisi-zhi-derekteriniz\/"},"modified":"2026-05-21T11:23:56","modified_gmt":"2026-05-21T06:23:56","slug":"camia-zhana-shabuyl-adisi-zhi-derekteriniz","status":"publish","type":"post","link":"https:\/\/cifrum.kz\/kk\/camia-zhana-shabuyl-adisi-zhi-derekteriniz\/","title":{"rendered":"CAMIA: \u0416\u0418 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u04a3\u0456\u0437 \u0442\u0443\u0440\u0430\u043b\u044b \u043d\u0435\u043d\u0456 \u0435\u0441\u0442\u0435 \u0441\u0430\u049b\u0442\u0430\u0439\u0442\u044b\u043d\u044b\u043d \u0430\u0448\u0430\u0442\u044b\u043d \u0436\u0430\u04a3\u0430 \u0448\u0430\u0431\u0443\u044b\u043b \u04d9\u0434\u0456\u0441\u0456"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Brave \u0436\u04d9\u043d\u0435 \u0421\u0438\u043d\u0433\u0430\u043f\u0443\u0440 \u04b1\u043b\u0442\u0442\u044b\u049b \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0456\u04a3 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440\u0456 AI-\u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0435\u0433\u0456 \u0430\u0493\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b\u04a3 \u0436\u0430\u04a3\u0430 \u04d9\u0434\u0456\u0441\u0456\u043d \u04b1\u0441\u044b\u043d\u0434\u044b. CAMIA (Context-Aware Membership Inference Attack) \u04d9\u0434\u0456\u0441\u0456 \u043d\u0435\u0439\u0440\u043e\u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456\u04a3 \u00ab\u0436\u0430\u0434\u044b\u043d\u0430\u00bb \u0436\u0430\u0441\u0430\u043b\u0430\u0442\u044b\u043d \u0430\u043b\u0434\u044b\u04a3\u0493\u044b \u0448\u0430\u0431\u0443\u044b\u043b\u0434\u0430\u0440\u0434\u0430\u043d \u0435\u0434\u04d9\u0443\u0456\u0440 \u0442\u0438\u0456\u043c\u0434\u0456\u0440\u0435\u043a \u0431\u043e\u043b\u0434\u044b.<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u0411\u04b1\u043b \u043d\u0435\u0433\u0435 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u049a\u0430\u0437\u0456\u0440\u0433\u0456 \u0416\u0418-\u0434\u0456\u04a3 \u0431\u0430\u0441\u0442\u044b \u043c\u04d9\u0441\u0435\u043b\u0435\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u0431\u0456\u0440\u0456 \u2014 \u00ab\u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0435\u0441\u0442\u0435 \u0441\u0430\u049b\u0442\u0430\u0443\u00bb. \u04ae\u043b\u043a\u0435\u043d \u043c\u04d9\u0442\u0456\u043d \u043c\u0430\u0441\u0441\u0438\u0432\u0442\u0435\u0440\u0456\u043d\u0434\u0435 \u043e\u049b\u044b\u0442\u044b\u043b\u0493\u0430\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u0431\u0430\u0439\u049b\u0430\u043c\u0430\u0439 \u0436\u0435\u043a\u0435 \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b \u049b\u0430\u0439\u0442\u0430\u043b\u0430\u043f \u0448\u044b\u0493\u0430\u0440\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d. \u041c\u0435\u0434\u0438\u0446\u0438\u043d\u0430\u0434\u0430 \u0431\u04b1\u043b \u043f\u0430\u0446\u0438\u0435\u043d\u0442\u0442\u0435\u0440 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d\u0456\u04a3 \u0430\u0448\u044b\u043b\u0443\u044b\u043c\u0435\u043d \u049b\u0430\u0443\u0456\u043f\u0442\u0456, \u0430\u043b \u0431\u0438\u0437\u043d\u0435\u0441\u0442\u0435 \u2014 \u0456\u0448\u043a\u0456 \u0445\u0430\u0442 \u0430\u043b\u043c\u0430\u0441\u0443\u043b\u0430\u0440 \u043c\u0435\u043d \u049b\u04b1\u0436\u0430\u0442\u0442\u0430\u0440\u0434\u044b\u04a3 \u0430\u0493\u044b\u043f \u043a\u0435\u0442\u0443\u0456\u043c\u0435\u043d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u0430\u049b\u044b\u043d\u0434\u0430 LinkedIn-\u043d\u0456\u04a3 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u0442\u0456\u043a \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u0436\u0430\u049b\u0441\u0430\u0440\u0442\u0443 \u04af\u0448\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0448\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443 \u043d\u0438\u0435\u0442\u0456 \u0442\u0443\u0440\u0430\u043b\u044b \u043c\u04d9\u043b\u0456\u043c\u0434\u0435\u043c\u0435\u043b\u0435\u0440\u0456\u043d\u0435\u043d \u043a\u0435\u0439\u0456\u043d \u043c\u04b1\u043d\u0434\u0430\u0439 \u049b\u0430\u0443\u0456\u043f\u0442\u0435\u0440 \u043a\u04af\u0448\u0435\u0439\u0434\u0456. \u0421\u0430\u0440\u0430\u043f\u0448\u044b\u043b\u0430\u0440 \u0435\u0441\u043a\u0435\u0440\u0442\u0435\u0434\u0456: \u043c\u04b1\u043d\u0434\u0430\u0439 \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u043b\u0435\u0440 \u0436\u0430\u0431\u044b\u049b \u043c\u04d9\u043b\u0456\u043c\u0435\u0442\u0442\u0435\u0440\u0434\u0456\u04a3 \u0416\u0418 \u0430\u0440\u049b\u044b\u043b\u044b \u0430\u0448\u044b\u049b \u049b\u043e\u043b\u0436\u0435\u0442\u0456\u043c\u0434\u0456\u043b\u0456\u043a\u0442\u0435 \u043f\u0430\u0439\u0434\u0430 \u0431\u043e\u043b\u0443\u044b\u043d\u0430 \u04d9\u043a\u0435\u043b\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">CAMIA \u049b\u0430\u043b\u0430\u0439 \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u0493\u0430\u043d \u0434\u0435\u0439\u0456\u043d \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0456 \u0442\u0435\u043a\u0441\u0435\u0440\u0443 \u04af\u0448\u0456\u043d Membership Inference Attacks (MIA) \u2014 \u0416\u0418 \u043e\u049b\u044b\u0442\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u043d\u0430\u049b\u0442\u044b \u04af\u043b\u0433\u0456\u043d\u0456 \u043a\u04e9\u0440\u0433\u0435\u043d\u0456\u043d \u0442\u04af\u0441\u0456\u043d\u0443\u0433\u0435 \u0442\u044b\u0440\u044b\u0441\u0430\u0442\u044b\u043d \u0448\u0430\u0431\u0443\u044b\u043b\u0434\u0430\u0440 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0493\u0430\u043d. \u0410\u043b\u0430\u0439\u0434\u0430 \u043a\u043b\u0430\u0441\u0441\u0438\u043a\u0430\u043b\u044b\u049b MIA GPT \u0441\u0435\u043a\u0456\u043b\u0434\u0456 \u0433\u0435\u043d\u0435\u0440\u0430\u0442\u0438\u0432\u0442\u0456\u043a \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u043c\u0435\u043d \u043d\u0430\u0448\u0430\u0440 \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0434\u0456, \u04e9\u0439\u0442\u043a\u0435\u043d\u0456 \u043e\u043b\u0430\u0440 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u0442\u0435\u043a \u049b\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b \u0441\u0435\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u043d \u0442\u0430\u043b\u0434\u0430\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CAMIA \u0442\u04d9\u0441\u0456\u043b\u0434\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0435\u0434\u0456: \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u0416\u0418-\u0434\u0435\u0433\u0456 \u0435\u0441\u0442\u0435 \u0441\u0430\u049b\u0442\u0430\u0443\u0434\u044b\u04a3 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043a\u0435 \u0442\u04d9\u0443\u0435\u043b\u0434\u0456 \u0435\u043a\u0435\u043d\u0456\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0434\u044b. \u041c\u043e\u0434\u0435\u043b\u044c \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0430\u043d\u044b\u049b\u0441\u044b\u0437\u0434\u044b\u049b \u0436\u0430\u0493\u0434\u0430\u0439\u043b\u0430\u0440\u044b\u043d\u0434\u0430 \u0436\u0438\u0456 \u00ab\u0435\u0441\u0456\u043d\u0435 \u0442\u04af\u0441\u0456\u0440\u0435\u0434\u0456\u00bb.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041c\u044b\u0441\u0430\u043b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0435\u0433\u0435\u0440 \u0441\u04b1\u0440\u0430\u043d\u044b\u0441 \u00abHarry Potter is\u2026written by\u2026\u00bb \u0441\u0438\u044f\u049b\u0442\u044b \u0431\u043e\u043b\u0441\u0430, \u043d\u0435\u0439\u0440\u043e\u0436\u0435\u043b\u0456 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0456 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043f \u0436\u0430\u043b\u0493\u0430\u0441\u044b\u043d \u043e\u04a3\u0430\u0439 \u0442\u0430\u0431\u0430 \u0430\u043b\u0430\u0434\u044b;<\/li>\n\n\n\n<li>\u0431\u0456\u0440\u0430\u049b \u043a\u0456\u0440\u0456\u0441 \u00abHarry\u00bb \u0441\u04e9\u0437\u0456\u043c\u0435\u043d \u0448\u0435\u043a\u0442\u0435\u043b\u0433\u0435\u043d \u0431\u043e\u043b\u0441\u0430, \u00abPotter\u00bb \u0434\u0435\u0433\u0435\u043d \u0434\u04d9\u043b \u0436\u0430\u0443\u0430\u043f \u0442\u0435\u043a \u043e\u049b\u044b\u0442\u0443 \u043c\u04d9\u0442\u0456\u043d\u0456\u043d \u0435\u0441\u0442\u0435 \u0441\u0430\u049b\u0442\u0430\u0493\u0430\u043d \u0436\u0430\u0493\u0434\u0430\u0439\u0434\u0430 \u0493\u0430\u043d\u0430 \u043c\u04af\u043c\u043a\u0456\u043d.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">CAMIA \u04d9\u0440\u0431\u0456\u0440 \u0442\u043e\u043a\u0435\u043d \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u0441\u044b \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 \u0441\u0435\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u0434\u0438\u043d\u0430\u043c\u0438\u043a\u0430\u0441\u044b\u043d \u0431\u0430\u049b\u044b\u043b\u0430\u0439\u0434\u044b. \u0411\u04b1\u043b \u0431\u0430\u0441\u049b\u0430 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440 \u0434\u04d9\u0440\u043c\u0435\u043d\u0441\u0456\u0437 \u0436\u0435\u0440\u043b\u0435\u0440\u0434\u0435 \u0436\u0430\u0441\u044b\u0440\u044b\u043d \u0435\u0441\u0442\u0435 \u0441\u0430\u049b\u0442\u0430\u0443\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0421\u044b\u043d\u0430\u049b \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0456<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">MIMIR \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0456\u043d\u0434\u0435 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 CAMIA-\u043d\u044b Pythia \u0436\u04d9\u043d\u0435 GPT-Neo \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d\u0434\u0435 \u0442\u0435\u043a\u0441\u0435\u0440\u0434\u0456. ArXiv \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d\u0434\u0435 \u043e\u049b\u044b\u0442\u044b\u043b\u0493\u0430\u043d Pythia 2.8B-\u043c\u0435\u043d \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d \u044d\u043a\u0441\u043f\u0435\u0440\u0438\u043c\u0435\u043d\u0442\u0442\u0435 \u0430\u043d\u044b\u049b\u0442\u0430\u0443 \u0434\u04d9\u043b\u0434\u0456\u0433\u0456 \u0435\u043a\u0456 \u0435\u0441\u0435\u0433\u0435 \u0436\u0443\u044b\u049b \u0430\u0440\u0442\u0442\u044b:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>true positive rate \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0456 <strong>20,11%-\u0434\u0430\u043d 32,00%-\u0493\u0430<\/strong> \u0434\u0435\u0439\u0456\u043d \u04e9\u0441\u0442\u0456,<\/li>\n\n\n\n<li>\u0441\u043e\u043d\u044b\u043c\u0435\u043d \u049b\u0430\u0442\u0430\u0440 false positive rate \u0442\u0435\u043a <strong>1%<\/strong> \u0434\u0435\u04a3\u0433\u0435\u0439\u0456\u043d\u0434\u0435 \u0441\u0430\u049b\u0442\u0430\u043b\u0434\u044b.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u0434\u0430\u043d \u0431\u0430\u0441\u049b\u0430, \u04d9\u0434\u0456\u0441 \u0436\u0435\u0442\u043a\u0456\u043b\u0456\u043a\u0442\u0456 \u0436\u044b\u043b\u0434\u0430\u043c \u0431\u043e\u043b\u0434\u044b: \u0431\u0456\u0440 GPU A100-\u0434\u0435 \u043e\u043b 1000 \u04af\u043b\u0433\u0456\u043d\u0456 \u0448\u0430\u043c\u0430\u043c\u0435\u043d 38 \u043c\u0438\u043d\u0443\u0442\u0442\u0430 \u04e9\u04a3\u0434\u0435\u0443\u0433\u0435 \u049b\u0430\u0431\u0456\u043b\u0435\u0442\u0442\u0456.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u0411\u04b1\u043b \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f \u04af\u0448\u0456\u043d \u043d\u0435\u043d\u0456 \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u04d8\u0437\u0456\u0440\u043b\u0435\u043c\u0435 \u0441\u04af\u0437\u0433\u0456\u0434\u0435\u043d \u04e9\u0442\u043a\u0456\u0437\u0456\u043b\u043c\u0435\u0433\u0435\u043d \u0434\u0430\u0442\u0430\u0441\u0435\u0442\u0442\u0435\u0440\u0434\u0435 \u043e\u049b\u044b\u0442\u044b\u043b\u0493\u0430\u043d \u0430\u0443\u049b\u044b\u043c\u0434\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u049b\u04b1\u043f\u0438\u044f\u043b\u044b\u043b\u044b\u049b\u049b\u0430 \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u049b\u0430\u0443\u0456\u043f \u0442\u04e9\u043d\u0434\u0456\u0440\u0435\u0442\u0456\u043d\u0456\u043d \u0416\u0418 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f\u0441\u044b\u043d\u0430 \u0435\u0441\u043a\u0435 \u0441\u0430\u043b\u0430\u0434\u044b. CAMIA \u043d\u0435\u0439\u0440\u043e\u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456 \u0430\u0443\u0434\u0438\u0442\u0442\u0435\u0443 \u049b\u04b1\u0440\u0430\u043b\u044b \u0431\u043e\u043b\u0430\u0434\u044b \u0436\u04d9\u043d\u0435, \u043c\u04af\u043c\u043a\u0456\u043d, \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u049b\u04b1\u043f\u0438\u044f \u043e\u049b\u044b\u0442\u0443 \u043c\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0434\u0438\u0444\u0444\u0435\u0440\u0435\u043d\u0446\u0438\u0430\u043b\u0434\u044b \u049b\u043e\u0440\u0493\u0430\u0443 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u044b\u043d \u0435\u043d\u0433\u0456\u0437\u0443\u0433\u0435 \u0438\u0442\u0435\u0440\u043c\u0435\u043b\u0435\u0439\u0434\u0456.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.artificialintelligence-news.com\/news\/camia-privacy-attack-reveals-what-ai-models-memorise\/\" target=\"_blank\" rel=\"noopener\">Artificial Intelligence News \u2014 CAMIA privacy attack reveals what AI models memorise<\/a><\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\">\u26a0\ufe0f <em>\u041c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0430\u0448\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440 \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435 \u0434\u0430\u0439\u044b\u043d\u0434\u0430\u043b\u0493\u0430\u043d. \u0411\u0430\u0440\u043b\u044b\u049b \u043a\u0435\u043b\u0442\u0456\u0440\u0456\u043b\u0433\u0435\u043d \u0444\u0430\u043a\u0442\u0456\u043b\u0435\u0440 \u043c\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u0430\u0432\u0442\u043e\u0440\u043b\u0430\u0440\u044b\u043d\u0430 \u0442\u0438\u0435\u0441\u0456\u043b\u0456. \u0410\u0432\u0442\u043e\u0440\u043b\u044b\u049b \u049b\u04b1\u049b\u044b\u049b\u0442\u0430\u0440 \u049a\u0430\u0437\u0430\u049b\u0441\u0442\u0430\u043d \u0420\u0435\u0441\u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0441\u044b \u0437\u0430\u04a3\u043d\u0430\u043c\u0430\u0441\u044b\u043c\u0435\u043d \u049b\u043e\u0440\u0493\u0430\u043b\u0430\u0434\u044b. \u0421\u0430\u0439\u0442 \u00ab\u0411\u04b1\u049b\u0430\u0440\u0430\u043b\u044b\u049b \u0430\u049b\u043f\u0430\u0440\u0430\u0442 \u049b\u04b1\u0440\u0430\u043b\u0434\u0430\u0440\u044b \u0442\u0443\u0440\u0430\u043b\u044b\u00bb \u0436\u04d9\u043d\u0435 \u00ab\u0410\u0432\u0442\u043e\u0440\u043b\u044b\u049b \u049b\u04b1\u049b\u044b\u049b \u043f\u0435\u043d \u0441\u0430\u0431\u0430\u049b\u0442\u0430\u0441 \u049b\u04b1\u049b\u044b\u049b\u0442\u0430\u0440 \u0442\u0443\u0440\u0430\u043b\u044b\u00bb \u0437\u0430\u04a3\u0434\u0430\u0440 \u0430\u044f\u0441\u044b\u043d\u0434\u0430 \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456. \u0420\u0435\u0434\u0430\u043a\u0446\u0438\u044f \u0431\u0430\u0441\u0442\u0430\u043f\u049b\u044b \u0434\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440\u0434\u0435\u0433\u0456 \u044b\u049b\u0442\u0438\u043c\u0430\u043b \u049b\u0430\u0442\u0435\u043b\u0456\u043a\u0442\u0435\u0440\u0433\u0435 \u0436\u0430\u0443\u0430\u043f \u0431\u0435\u0440\u043c\u0435\u0439\u0434\u0456.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Brave \u0436\u04d9\u043d\u0435 \u0421\u0438\u043d\u0433\u0430\u043f\u0443\u0440 \u04b1\u043b\u0442\u0442\u044b\u049b \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0456\u04a3 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440\u0456 AI-\u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0435\u0433\u0456 \u0430\u0493\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b\u04a3 \u0436\u0430\u04a3\u0430 \u04d9\u0434\u0456\u0441\u0456\u043d \u04b1\u0441\u044b\u043d\u0434\u044b. CAMIA (Context-Aware Membership Inference Attack) \u04d9\u0434\u0456\u0441\u0456 \u043d\u0435\u0439\u0440\u043e\u0436\u0435\u043b\u0456\u043b\u0435\u0440\u0434\u0456\u04a3 \u00ab\u0436\u0430\u0434\u044b\u043d\u0430\u00bb [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4749,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","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":"","ast-disable-related-posts":"","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-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"rank_math_focus_keyword":"camia \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u04a3\u0456\u0437 \u043d\u0435\u043d\u0456","rank_math_title":"CAMIA: \u0416\u0418 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u04a3\u0456\u0437 \u0442\u0443\u0440\u0430\u043b\u044b \u043d\u0435\u043d\u0456 \u0435\u0441\u0442\u0435 \u0441\u0430\u049b\u0442\u0430\u0439\u0442\u2026 | Cifrum.kz","rank_math_description":"Brave \u0436\u04d9\u043d\u0435 \u0421\u0438\u043d\u0433\u0430\u043f\u0443\u0440 \u04b1\u043b\u0442\u0442\u044b\u049b \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0456\u04a3 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440\u0456 AI-\u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0435\u0433\u0456 \u0430\u0493\u0443\u043b\u0430\u0440\u0434\u044b \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u0434\u044b\u04a3 \u0436\u0430\u04a3\u0430 \u04d9\u0434\u0456\u0441\u0456\u043d \u04b1\u0441\u044b\u043d\u0434\u044b. CAMIA (Context-Aware Membership\u2026","rank_math_canonical_url":"","rank_math_seo_score":"","rank_math_pillar_content":"","rank_math_facebook_title":"","rank_math_facebook_description":"","rank_math_facebook_image":"","rank_math_facebook_image_id":"","rank_math_twitter_title":"","rank_math_twitter_description":"","rank_math_twitter_image":"","rank_math_twitter_image_id":"","rank_math_news_sitemap_genre":"","rank_math_news_sitemap_keywords":"","rank_math_news_sitemap_stock_tickers":"","rank_math_robots":"","rank_math_advanced_robots":"","rank_math_schema_News":"","footnotes":""},"categories":[1399],"tags":[],"class_list":["post-5930","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kiberbezopasnost"],"acf":[],"_links":{"self":[{"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/posts\/5930","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/comments?post=5930"}],"version-history":[{"count":0,"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/posts\/5930\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/media\/4749"}],"wp:attachment":[{"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/media?parent=5930"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/categories?post=5930"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/cifrum.kz\/kk\/wp-json\/wp\/v2\/tags?post=5930"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}