{"id":7761,"date":"2025-07-03T10:46:48","date_gmt":"2025-07-03T07:46:48","guid":{"rendered":"https:\/\/insait.ai\/%d0%bc%d0%b0%d1%80%d0%b3%d1%83%d0%bb%d0%b0%d0%bd-%d0%b8%d1%81%d0%bc%d0%be%d0%bb%d0%b4%d0%b0%d0%b5%d0%b2\/"},"modified":"2025-08-19T13:36:40","modified_gmt":"2025-08-19T10:36:40","slug":"margulan-ismoldayev","status":"publish","type":"page","link":"https:\/\/insait.ai\/bg\/margulan-ismoldayev\/","title":{"rendered":"\u041c\u0430\u0440\u0433\u0443\u043b\u0430\u043d \u0418\u0441\u043c\u043e\u043b\u0434\u0430\u0435\u0432"},"content":{"rendered":"<section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p><strong>\u0421\u0442\u0438\u043f\u0435\u043d\u0434\u0438\u0430\u043d\u0442 \u0437\u0430 \u043b\u0435\u0442\u043d\u0438 \u0438\u0437\u0441\u043b\u0435\u0434\u0432\u0430\u043d\u0438\u044f \u0437\u0430 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0438<br\/>\u0418\u043c\u0435\u0439\u043b:<\/strong><a href=\"margulan.ismoldayev@insait.ai\" data-type=\"link\" data-id=\"margulan.ismoldayev@insait.ai\"> margulan.ismoldayev@insait.ai<\/a><\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p><strong>\u0417\u0430 \u043c\u0435\u043d:<\/strong><\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u0410\u0437 \u0441\u044a\u043c \u041c\u0430\u0440\u0433\u0443\u043b\u0430\u043d \u0418\u0441\u043c\u043e\u043b\u0434\u0430\u0435\u0432, \u0438\u0437\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0441\u043a\u0438 \u0441\u0442\u0430\u0436\u0430\u043d\u0442 \u0432 INSAIT \u043f\u0440\u0435\u0437 \u043b\u044f\u0442\u043e\u0442\u043e \u043d\u0430 2025 \u0433., \u0440\u0430\u0431\u043e\u0442\u0435\u0449 \u0441 <a href=\"https:\/\/insait.ai\/bg\/%d0%b4-%d1%80-%d0%b4%d0%b8%d0%bc%d0%b8%d1%82%d1%8a%d1%80-%d0%b8%d0%bb%d0%b8%d0%b5%d0%b2-%d0%b4%d0%b8%d0%bc%d0%b8%d1%82%d1%80%d0%be%d0%b2\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u0434-\u0440 \u0414\u0438\u043c\u0438\u0442\u044a\u0440 \u0414\u0438\u043c\u0438\u0442\u0440\u043e\u0432<\/a>, <a href=\"https:\/\/insait.ai\/prof-martin-vechev\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u043f\u0440\u043e\u0444. \u041c\u0430\u0440\u0442\u0438\u043d \u0412\u0435\u0447\u0435\u0432<\/a> \u0438 <a href=\"https:\/\/insait.ai\/ivo-petrov\/\" data-type=\"link\" data-id=\"https:\/\/insait.ai\/ivo-petrov\/\">\u0418\u0432\u043e \u041f\u0435\u0442\u0440\u043e\u0432<\/a>. \u0410\u0437 \u0441\u044a\u043c \u0441\u0442\u0443\u0434\u0435\u043d\u0442 \u0431\u0430\u043a\u0430\u043b\u0430\u0432\u044a\u0440 \u043f\u043e \u041a\u043e\u043c\u043f\u044e\u0442\u044a\u0440\u043d\u0438 \u043d\u0430\u0443\u043a\u0438 \u0438 \u0424\u0438\u0437\u0438\u043a\u0430 \u0432 MIT. \u041c\u043e\u044f\u0442 \u043f\u0440\u043e\u0435\u043a\u0442 \u0435 \u0444\u043e\u043a\u0443\u0441\u0438\u0440\u0430\u043d \u0432\u044a\u0440\u0445\u0443 \u0441\u0438\u0433\u0443\u0440\u043d\u043e\u0441\u0442\u0442\u0430 \u043d\u0430 \u0424\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u043f\u043e-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u043d\u043e \u0438\u0437\u0441\u043b\u0435\u0434\u0432\u0430\u043d\u0435 \u043d\u0430 \u0430\u0442\u0430\u043a\u0438 \u0441 \u201e\u0438\u0437\u0442\u0438\u0447\u0430\u043d\u0435 \u043d\u0430 \u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u0438\u201c, \u043a\u043e\u0438\u0442\u043e \u043c\u043e\u0433\u0430\u0442 \u0434\u0430 \u0432\u044a\u0437\u0441\u0442\u0430\u043d\u043e\u0432\u044f\u0442 \u0447\u0430\u0441\u0442\u043d\u0438 \u0438\u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u0438\u044f \u043e\u0442 \u0430\u043a\u0442\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u0438 \u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0430. \u041f\u043e-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u043d\u043e \u0438\u0437\u0441\u043b\u0435\u0434\u0432\u0430\u043c \u0443\u044f\u0437\u0432\u0438\u043c\u043e\u0441\u0442\u0438\u0442\u0435 \u0432 \u043f\u043e\u0432\u0435\u0440\u0438\u0442\u0435\u043b\u043d\u043e\u0441\u0442\u0442\u0430 \u043d\u0430 \u0441\u044a\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u0438\u0442\u0435 Vision Transformers (ViTs) \u0438 Vision-Language Models (VLMs).   <\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p><strong>\u041e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u0435:<\/strong><\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u041c\u0430\u0441\u0430\u0447\u0443\u0437\u0435\u0442\u0441\u043a\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u043d \u0438\u043d\u0441\u0442\u0438\u0442\u0443\u0442 (MIT), \u041a\u0435\u0439\u043c\u0431\u0440\u0438\u0434\u0436, \u041c\u0430\u0441\u0430\u0447\u0443\u0437\u0435\u0442\u0441, \u0441\u0435\u043f\u0442\u0435\u043c\u0432\u0440\u0438 2023 &#8211; \u043c\u0430\u0439 2027 \u0433. \u0411\u0430\u043a\u0430\u043b\u0430\u0432\u044a\u0440 \u043f\u043e \u041a\u043e\u043c\u043f\u044e\u0442\u044a\u0440\u043d\u0438 \u043d\u0430\u0443\u043a\u0438 \u0438 \u0424\u0438\u0437\u0438\u043a\u0430 <\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p><strong>\u041d\u0430\u0433\u0440\u0430\u0434\u0438:<\/strong><\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u0430 \u043e\u043b\u0438\u043c\u043f\u0438\u0430\u0434\u0430 \u043f\u043e \u0430\u0441\u0442\u0440\u043e\u043d\u043e\u043c\u0438\u044f (IAO): \u041e\u0431\u0449 \u043f\u043e\u0431\u0435\u0434\u0438\u0442\u0435\u043b (2022); \u0417\u043b\u0430\u0442\u043e (2022, 2021, 2019)<\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u0430 \u043e\u043b\u0438\u043c\u043f\u0438\u0430\u0434\u0430 \u043f\u043e \u0430\u0441\u0442\u0440\u043e\u043d\u043e\u043c\u0438\u044f \u0438 \u0430\u0441\u0442\u0440\u043e\u0444\u0438\u0437\u0438\u043a\u0430 (IOAA): \u0417\u043b\u0430\u0442\u043e (2020); \u0421\u0440\u0435\u0431\u0440\u043e (2022, 2021)<\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u041c\u0435\u0436\u0434\u0443\u043d\u0430\u0440\u043e\u0434\u043d\u0430 \u043e\u043b\u0438\u043c\u043f\u0438\u0430\u0434\u0430 \u043f\u043e \u0444\u0438\u0437\u0438\u043a\u0430 (IPhO): \u0421\u0440\u0435\u0431\u0440\u043e (2022); \u0411\u0440\u043e\u043d\u0437 (2023)<\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u0415\u0432\u0440\u043e\u043f\u0435\u0439\u0441\u043a\u0430 \u043e\u043b\u0438\u043c\u043f\u0438\u0430\u0434\u0430 \u043f\u043e \u0444\u0438\u0437\u0438\u043a\u0430: \u0421\u0440\u0435\u0431\u0440\u043e (2022, 2023)<\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u0411\u0430\u043b\u043a\u0430\u043d\u0441\u043a\u0430 \u043e\u043b\u0438\u043c\u043f\u0438\u0430\u0434\u0430 \u043f\u043e \u0444\u0438\u0437\u0438\u043a\u0430: \u0417\u043b\u0430\u0442\u043e (2022)<\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p><strong>\u0420\u0435\u043b\u0435\u0432\u0430\u043d\u0442\u0435\u043d \u043e\u043f\u0438\u0442:<\/strong><\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>\u0418\u0437\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b-\u0431\u0430\u043a\u0430\u043b\u0430\u0432\u044a\u0440, MIT Quantum Photonics  AI Group, \u041a\u0435\u0439\u043c\u0431\u0440\u0438\u0434\u0436, \u041c\u0430\u0441\u0430\u0447\u0443\u0437\u0435\u0442\u0441, \u0444\u0435\u0432\u0440\u0443\u0430\u0440\u0438 2024 \u2013 \u043c\u0430\u0439 2024 \u0418\u0437\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0441\u043a\u0438 \u0430\u0441\u0438\u0441\u0442\u0435\u043d\u0442,<\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section><section class=\"section default-block\">\n          <div class=\"container pb-30\">\n            <div class=\"row\">\n              <div class=\"post-content offset-sm-1 offset-md-1 col-xs-4 col-sm-6 col-md-10 \">\n                <div class=\"entry-content rtf wide\">\n                  \n<p>Popmintchev Labs \/ Quantum Optics, \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u0439\u0441\u043a\u0438 \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442 \u0421\u0430\u043d \u0414\u0438\u0435\u0433\u043e, \u0421\u0430\u043d \u0414\u0438\u0435\u0433\u043e, \u041a\u0430\u043b\u0438\u0444\u043e\u0440\u043d\u0438\u044f, \u044e\u043b\u0438 2022 \u2013 \u043e\u043a\u0442\u043e\u043c\u0432\u0440\u0438 2022 <\/p>\n\n                <\/div>\n              <\/div>\n            <\/div>\n          <\/div>\n      <\/section>","protected":false},"excerpt":{"rendered":"<p>\u0421\u0442\u0438\u043f\u0435\u043d\u0434\u0438\u0430\u043d\u0442 \u0437\u0430 \u043b\u0435\u0442\u043d\u0438 \u0438\u0437\u0441\u043b\u0435\u0434\u0432\u0430\u043d\u0438\u044f \u0437\u0430 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u0438\u0418\u043c\u0435\u0439\u043b: margulan.ismoldayev@insait.ai \u0417\u0430 \u043c\u0435\u043d: \u0410\u0437 \u0441\u044a\u043c \u041c\u0430\u0440\u0433\u0443\u043b\u0430\u043d \u0418\u0441\u043c\u043e\u043b\u0434\u0430\u0435\u0432, \u0438\u0437\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u0442\u0435\u043b\u0441\u043a\u0438 \u0441\u0442\u0430\u0436\u0430\u043d\u0442 \u0432 INSAIT \u043f\u0440\u0435\u0437 \u043b\u044f\u0442\u043e\u0442\u043e \u043d\u0430 2025 \u0433., \u0440\u0430\u0431\u043e\u0442\u0435\u0449 \u0441 \u0434-\u0440 \u0414\u0438\u043c\u0438\u0442\u044a\u0440 \u0414\u0438\u043c\u0438\u0442\u0440\u043e\u0432, \u043f\u0440\u043e\u0444. \u041c\u0430\u0440\u0442\u0438\u043d \u0412\u0435\u0447\u0435\u0432 \u0438 \u0418\u0432\u043e \u041f\u0435\u0442\u0440\u043e\u0432. \u0410\u0437 \u0441\u044a\u043c \u0441\u0442\u0443\u0434\u0435\u043d\u0442 \u0431\u0430\u043a\u0430\u043b\u0430\u0432\u044a\u0440 \u043f\u043e \u041a\u043e\u043c\u043f\u044e\u0442\u044a\u0440\u043d\u0438 \u043d\u0430\u0443\u043a\u0438 \u0438 \u0424\u0438\u0437\u0438\u043a\u0430 \u0432 MIT. \u041c\u043e\u044f\u0442 \u043f\u0440\u043e\u0435\u043a\u0442 \u0435 \u0444\u043e\u043a\u0443\u0441\u0438\u0440\u0430\u043d \u0432\u044a\u0440\u0445\u0443 \u0441\u0438\u0433\u0443\u0440\u043d\u043e\u0441\u0442\u0442\u0430 \u043d\u0430 \u0424\u0435\u0434\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e\u0442\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435, \u043f\u043e-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u043d\u043e \u0438\u0437\u0441\u043b\u0435\u0434\u0432\u0430\u043d\u0435 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