{"id":23,"date":"2021-09-06T15:36:35","date_gmt":"2021-09-06T06:36:35","guid":{"rendered":"https:\/\/ie.unist.ac.kr\/new\/?page_id=23"},"modified":"2026-03-31T10:05:41","modified_gmt":"2026-03-31T01:05:41","slug":"research-field","status":"publish","type":"page","link":"https:\/\/aigs.unist.ac.kr\/eng\/research-field\/","title":{"rendered":"Research Field"},"content":{"rendered":"[vc_row row_type=&#8221;row&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column][vc_column_text]\n<div class=\"tabs_st\">\n<ul>\n<li class=\"active\"><a href=\"\/eng\/research-field\/\">Research Field<\/a><\/li>\n<li class=\"\"><a href=\"\/eng\/assignment\/\">Collaborative Research Projects<\/a><\/li>\n<\/ul>\n<\/div>\n[\/vc_column_text][vc_empty_space height=&#8221;60px&#8221;][vc_column_text]\n<p class=\"fs_28 fw_700 fc_mint ta_c\">UNIST AIGS<\/p>\n<p class=\"fs_40 fw_700 fc_navy ta_c\">Helping People, Driving Innovation,<\/p>\n<p class=\"fs_40 fw_700 fc_navy ta_c\">and Advancing Industry through AI<\/p>\n[\/vc_column_text][vc_row_inner row_type=&#8221;row&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221; el_class=&#8221;res_field_wrap&#8221;][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]\n<div class=\"res_field box1\">\n<div class=\"round\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22089\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field01.png\" alt=\"\" width=\"90\" height=\"90\" \/><span class=\"txt\">Efficient<br \/>\nAI<\/span><\/div>\n<dl>\n<dt>Overcoming Data Scarcity<\/dt>\n<dd>AI technology that efficiently utilizes data to achieve optimal performance.<\/dd>\n<dd>\n<ul>\n<li>Multi-task Learning<\/li>\n<li>Human-in-loop &amp; Active Learning<\/li>\n<li>Federated Learning<\/li>\n<li>Learning-based Optimization<\/li>\n<li>Continual Learning<\/li>\n<li>Learning-based Optimization<\/li>\n<\/ul>\n<\/dd>\n<\/dl>\n<\/div>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]\n<div class=\"res_field box2\">\n<div class=\"round\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22090\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field02.png\" alt=\"\" width=\"90\" height=\"90\" \/><span class=\"txt\">General-Purpose<br \/>\nAI<\/span><\/div>\n<dl>\n<dt>Developing General-Purpose AI (AGI)<\/dt>\n<dd>AI technology that discovers knowledge independently by reasoning causal relationships<\/dd>\n<dd>\n<ul>\n<li>Automated Machine Learning<\/li>\n<li>Causal Learning<\/li>\n<li>Meta-Learning<\/li>\n<li>Multi-Modal Learning<\/li>\n<li>Generative Models<\/li>\n<\/ul>\n<\/dd>\n<\/dl>\n<\/div>\n[\/vc_column_text][\/vc_column_inner][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text]\n<div class=\"res_field box3\">\n<div class=\"round\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-22091\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field03.png\" alt=\"\" width=\"90\" height=\"90\" \/><span class=\"txt\">Robust<br \/>\nAI<\/span><\/div>\n<dl>\n<dt>Ensuring Reliable AI Predictions<\/dt>\n<dd>Robust AI capable of adapting reliably to new tasks<\/dd>\n<dd>\n<ul>\n<li>Robust Learning<\/li>\n<li>Semi-supervised Learning<\/li>\n<li>Unsupervised Learning<\/li>\n<\/ul>\n<\/dd>\n<\/dl>\n<\/div>\n[\/vc_column_text][\/vc_column_inner][\/vc_row_inner][vc_empty_space height=&#8221;120px&#8221;][vc_column_text]\n<p class=\"fs_28 fw_700 fc_mint ta_c\">Task<\/p>\n<p class=\"fs_40 fw_700 fc_navy ta_c\">Accumulating future AI core technologies through innovative<br \/>\ncollaborative research by integrating Core AI and applied research<\/p>\n<div class=\"res_field_task\">\n<div class=\"top\">\n<div class=\"top_head\">\n<div class=\"tit\"><em>Activating Collaborative Research<\/em>Securing Core Technologies<\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_bg01.jpg\" alt=\"\" width=\"456\" height=\"456\" \/><\/p>\n<\/div>\n<ul class=\"left\">\n<li>\n<div class=\"tit\">Resource Managemen<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon01.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing dynamic resource management systems for deep learning<\/li>\n<li>\n<div class=\"tit\">Systems<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon02.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing AI software and hardware accelerator systems for autonomous driving<\/li>\n<li>\n<div class=\"tit\">Communications<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon03.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing AI-based next-generation intelligent communication systems<\/li>\n<li>\n<div class=\"tit\">Embedded AI<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon04.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Efficient AI technologies for on-device and edge devices<\/li>\n<li class=\"bg\">\n<div class=\"tit\">Finance<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon05.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing AI-based asset management models for investment<\/li>\n<li class=\"bg\">\n<div class=\"tit\">Natural Sciences<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon06.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing new materials and conducting astronomical research using AI<\/li>\n<li class=\"bg bt\">\n<div class=\"tit\">Climate &amp; Disaster AI<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon07.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Conducting climate research using AI<\/li>\n<\/ul>\n<ul class=\"right\">\n<li class=\"bg\">\n<div class=\"tit\">3D Vision<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon08.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing next-generation 3D visual intelligence technologies<\/li>\n<li class=\"bg\">\n<div class=\"tit\">Robotics<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon09.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing next-generation intelligent robot (agent) technologies<\/li>\n<li class=\"bg\">\n<div class=\"tit\">Healthcare<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon10.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing robust and generalizable AI technologies for bioelectrical signal processing<\/li>\n<li class=\"bg\">\n<div class=\"tit\">Transportation &amp; Logistics<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon11.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing next-generation AI technologies for transportation<\/li>\n<li class=\"bg\">\n<div class=\"tit\">Manufacturing<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon12.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing learning-based manufacturing optimization technologies<\/li>\n<li class=\"bg\">\n<div class=\"tit\">Security<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon13.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing safe AI for personal data protection and software-verified AI for reliability enhancement<\/li>\n<li class=\"bg bt\">\n<div class=\"tit\">NLP &amp; Multimodal AI<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_icon14.png\" alt=\"\" width=\"35\" height=\"35\" \/><\/div>\n<p>Developing next-generation multimodal interactive dialogue model technologies<\/li>\n<\/ul>\n<\/div>\n<div class=\"btm\">\n<ul>\n<li>Conducting research on 10 high-impact applied topics<\/li>\n<li>Promoting collaborative research across these topics<\/li>\n<li>Securing core AI technologies for applied research through cooperation among Core AI areas<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full\" src=\"https:\/\/aigs.unist.ac.kr\/wp-content\/uploads\/2026\/02\/img_res_field_bg02.jpg\" alt=\"\" width=\"1219\" height=\"339\" \/><\/p>\n<\/div>\n<\/div>\n[\/vc_column_text][\/vc_column][\/vc_row]\n","protected":false},"excerpt":{"rendered":"<p>[vc_row row_type=&#8221;row&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221;][vc_column][vc_column_text] Research Field Collaborative Research Projects [\/vc_column_text][vc_empty_space height=&#8221;60px&#8221;][vc_column_text] UNIST AIGS Helping People, Driving Innovation, and Advancing Industry through AI [\/vc_column_text][vc_row_inner row_type=&#8221;row&#8221; text_align=&#8221;left&#8221; css_animation=&#8221;&#8221; el_class=&#8221;res_field_wrap&#8221;][vc_column_inner width=&#8221;1\/3&#8243;][vc_column_text] Efficient AI Overcoming Data Scarcity AI technology that efficiently utilizes data to achieve optimal performance. Multi-task Learning&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":10,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-23","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/pages\/23","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/comments?post=23"}],"version-history":[{"count":65,"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/pages\/23\/revisions"}],"predecessor-version":[{"id":23028,"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/pages\/23\/revisions\/23028"}],"wp:attachment":[{"href":"https:\/\/aigs.unist.ac.kr\/eng\/wp-json\/wp\/v2\/media?parent=23"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}