{"id":36,"date":"2014-09-24T13:09:40","date_gmt":"2014-09-24T13:09:40","guid":{"rendered":"http:\/\/demos.artbees.net\/jupiter5\/sponde\/?page_id=36"},"modified":"2026-03-12T10:04:21","modified_gmt":"2026-03-12T01:04:21","slug":"home","status":"publish","type":"page","link":"https:\/\/cml.snu.ac.kr\/","title":{"rendered":"Home"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"36\" class=\"elementor elementor-36\" data-elementor-settings=\"[]\">\n\t\t\t\t\t\t<div class=\"elementor-inner\">\n\t\t\t\t\t\t\t<div class=\"elementor-section-wrap\">\n\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5f3c2c6f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5f3c2c6f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t\t\t<div class=\"elementor-row\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7c3468b8\" data-id=\"7c3468b8\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-column-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t<div class=\"elementor-widget-wrap\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6c34f7d9 elementor-widget elementor-widget-text-editor\" data-id=\"6c34f7d9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-text-editor elementor-clearfix\">[vc_row][vc_column width=&#8221;1\/6&#8243;][\/vc_column][vc_column width=&#8221;2\/3&#8243;][mk_image_slideshow images=&#8221;7351,7347,7345,7366,7315,7227,7118,7115,7178,7056,6983,6977&#8243; image_width=&#8221;1600&#8243; image_height=&#8221;900&#8243; slideshow_speed=&#8221;3000&#8243;][vc_row_inner][vc_column_inner][\/vc_column_inner][\/vc_row_inner][vc_column_text css=&#8221;.vc_custom_1675869667944{margin-bottom: 0px !important;}&#8221;]<h2><strong>Sharing Colloquium<\/strong><\/h2><ul><li><h4>Youtube Link(\ucc44\ub110 sharing_colloquium): <a href=\"https:\/\/www.youtube.com\/channel\/UCjltmKOomhdXQELWi6asoBg\">https:\/\/www.youtube.com\/channel\/UCjltmKOomhdXQELWi6asoBg<\/a><\/h4><\/li><li><h4>Instagram(@sharing_colloquium):<br \/><a href=\"https:\/\/instagram.com\/sharing_colloquium?igshid=1vf44ghehb3wu\">https:\/\/instagram.com\/sharing_colloquium?igshid=1vf44ghehb3wu<\/a><\/h4><\/li><\/ul><h2><strong>Recent Publication &amp; News<\/strong><\/h2><ul><li><h4><strong>[Physical Review A]<\/strong> paper accepted : \u201cOperator-aware shadow importance sampling for accurate fidelity estimation\u201d, Hyunho Cha, Sangwoo Hong, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[Quantum Information Processing]<\/strong> paper accepted : \u201cBinary integer programming for optimizing ebit cost in distributed quantum circuits with fixed module allocation\u201d, Hyunho Cha and Jungwoo Lee<\/h4><\/li><li><h4><strong>[AISTATS 2026] <\/strong>paper accepted : \u201cLyapunov-Guided Self-Alignment: Test-Time Adaptation for Offline Safe Reinforcement Learning&#8221;, Seungyub Han, Hyung Jjn Kim,\u00a0 and Jungwoo Lee<\/h4><\/li><li><h4><strong>[NeurIPS 2025]<\/strong> paper accepted : \u201cAdjusting Initial Noise to Mitigate Memorization in Text-to-Image Diffusion Models\u201d, Hyeonggeun Han*, Sehwan Kim*, Hyungjun Joo, Sangwoo Hong, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[EMNLP 2025]<\/strong> paper accepted : \u201cMitigating Attention Localization in Small Scale: Self-Attention Refinement via One-step Belief Propagation\u201d, Nakyung Lee, Yeongoon Kim, Minhae Oh, Jin Woo Koo, Hyewon Jo, Jungwoo Lee<\/h4><\/li><li><h4><strong>[Physical Review A]<\/strong> paper accepted : \u201cEfficient sampling for Pauli-measurement-based shadow tomography in direct fidelity estimation\u201d, Hyunho Cha and Jungwoo Lee<\/h4><\/li><li><h4><strong>[ICML 2025]<\/strong> paper accepted (spotlight poster) : \u201cPolicy-labeled Preference Learning: Is Preference Enough for RLHF?\u201d, Taehyun Cho*, Seokhun Ju*, Seungyub Han, Dohyeong Kim, Kyungjae Lee, Jungwoo Lee<\/h4><\/li><li><h4><strong>[ICML 2025]<\/strong> paper accepted : &#8220;Bellman Unbiasedness: Toward Provably Efficient Distributional Reinforcement Learning with General Value Function Approximation\u201d, Taehyun Cho, Seungyub Han, Seokhun Ju, Dohyeong Kim, Kyungjae Lee, Jungwoo Lee<\/h4><\/li><li><h4><strong>[AAAI 2025]<\/strong> paper accepted : &#8220;Constructing Fair Latent Space for Intersection of Fairness and Explainability&#8221;, Hyungjun Joo, Hyeonggeun Han, Sehwan Kim, Sangwoo Hong and Jungwoo Lee<\/h4><\/li><li><h4><strong>NextQuantum IRC<\/strong> kicks off on Nov. 13, 2024, where CML is in charge of Quantum Machine Learning.<\/h4><\/li><li><h4><strong>[NeurIPS 2024]<\/strong> paper accepted,\u00a0 \u201cMitigating Spurious Correlations via Disagreement Probability\u201d, Hyeonggeun Han, Sehwan Kim, Hyungjun Joo, Sangwoo Hong, and Jungwoo Lee<\/h4><\/li><li><h4><strong>Prof. Jungwoo Lee<\/strong> will host a flagship information theory society conference, <strong>ISIT 2028 in Seoul<\/strong> as a general co-chair.<\/h4><\/li><li><h4><strong>[AAAI 2024]<\/strong> paper accepted: &#8220;Domain-Aware Fine-Tuning: Enhancing Neural Network Adaptability\u201d Seokhyun Ha and Jungwoo Lee<\/h4><\/li><li><h4><strong>[NeurIPS 2023]<\/strong> paper accepted,\u00a0 \u201cSPQR: Controlling Q-ensemble Independence for Reinforcement Learning\u201d,\u00a0 Dohyeok Lee, Seungyub Han, Taehyun Cho, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[NeurIPS 2023]<\/strong> paper accepted,\u00a0 \u201cPitfall of Optimism: Distributional Reinforcement Learning by Randomizing Risk Criterion\u201d, Taehyun Cho, Seungyub Han, Heesoo Lee, Kyungjae Lee, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[UAI 2023]<\/strong> paper accepted, \u00a0\u201cOn the Convergence of Continual Learning with Adaptive Methods\u201d, \u00a0Seungyub Han, Yeongmo Kim, Taehyun Cho, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[CVPR 2023]<\/strong> paper accepted: \u201cBridging the Gap between Model Explanations in Partially Annotated Multi-label Classification\u201d, Youngwook Kim, Jae Myung Kim, Jieun Jeong, Cordelia Schmid, Zeynep Akata, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[CVPR 2022]<\/strong> paper accepted: \u201cLarge Loss Matters in Weakly Supervised Multi-Label Classification\u201d, \u00a0Youngwook Kim*, Jae Myung Kim*, Zeynep Akata, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[ICML 2021]<\/strong> paper accepted: \u201cChebyshev Polynomial Codes: Task Entanglement-based Coding for Distributed Matrix Multiplication\u201d, Sangwoo Hong,\u00a0Heecheol Yang,\u00a0Youngseok Yoon, Taehyun Cho, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[IEEE ISIT 2021]<\/strong> paper accepted: \u201c<span style=\"font-family: var( --e-global-typography-text-font-family );\">Private and Secure Coded Computation in Straggler-Exploiting Distributed Matrix Multiplication<\/span>\u201d, Heecheol Yang, Sangwoo Hong, and Jungwoo Lee<\/h4><\/li><li><h4><strong>[AAAI 2020]<\/strong> paper accepted: &#8220;REST: performance improvement of a black box model via RL based spatial transformation&#8221;, Jaemyung kim, Chanwoo Park, Hyungjin Kim and Jungwoo Lee. AAAI Conference on Artificial Intelligence, New York, USA, Feb 7-12, 2020.<\/h4><\/li><\/ul><h2 style=\"text-align: left;\"><strong>Open Positions<\/strong><\/h2><ul><li><h4><strong>[Notice]<\/strong> We are looking for postdocs in quantum machine learning as part of NextQuantum Innovation Research Center. Please contact Prof. Jungwoo Lee (junglee at\u00a0<a href=\"http:\/\/snu.ac.kr\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=http:\/\/snu.ac.kr&amp;source=gmail&amp;ust=1730262153980000&amp;usg=AOvVaw2r2zXDgpGLhurvSi4rouWR\">snu.ac.kr<\/a>).<\/h4><\/li><li><h4>\uc591\uc790 \uba38\uc2e0\ub7ec\ub2dd(Quantum Machine Learning) \uc5f0\uad6c\uc5d0 \uad00\uc2ec \uc788\ub294 \uc2e0\uc785\uc0dd\uc744 \ubaa8\uc9d1\ud569\ub2c8\ub2e4.<\/h4><h4>The CML at SNU invites applications from outstanding candidates for <strong>Postdoctoral Research Fellow positions<\/strong> in the areas of<\/h4><\/li><\/ul><ul><li style=\"list-style-type: none;\"><ul><li><h4>Quantum Machine Learning<\/h4><\/li><li style=\"text-align: left;\"><h4>Distributed Computing and Federated Learning<\/h4><\/li><li style=\"text-align: left;\"><h4>AutoML and Neural Architecture Search (NAS)<\/h4><\/li><li style=\"text-align: left;\"><h4>AI Applications<\/h4><\/li><li style=\"text-align: left;\"><h4>Reinforcement Learning<\/h4><\/li><li><h4>Bioinformatics<\/h4><\/li><\/ul><\/li><\/ul><h4 style=\"padding-left: 40px;\">Please contact Prof. Jungwoo Lee (email: junglee (at)\u00a0<a href=\"http:\/\/snu.ac.kr\/\" target=\"_blank\" rel=\"noopener noreferrer\" data-saferedirecturl=\"https:\/\/www.google.com\/url?q=http:\/\/snu.ac.kr&amp;source=gmail&amp;ust=1618217402746000&amp;usg=AFQjCNH-7bdW12vjrarc5CFTgmOwzsIMnQ\">snu.ac.kr<\/a>) for more information.<\/h4><h2 id=\"h.p_5jNOkxtuMwju\" class=\"zfr3Q\"><strong>To Prospective Students <\/strong><\/h2><h4 id=\"h.p_v27hPn1zMwju\" class=\"zfr3Q\" style=\"text-align: left;\">If you want to join CML, please send Prof. Jungwoo Lee an email including CV. It might be impossible to respond to every application due to a large amount of email. Do not be offended.<\/h4><h2><strong>Lectures NOTICE<\/strong><\/h2><ul><li><h4>\ub525\ub7ec\ub2dd \uc218\uac15\uc2e0\uccad: \uae30\ucd08\uc5f0\ud569\uc9c4\uacf5\/\ubd80\uc804\uacf5\/\ubcf5\uc218\uc804\uacf5\uc790\ub294 \ucd08\uc548\uc9c0 \uc81c\ucd9c\ud558\uba74 \ubaa8\ub450 \uc2b9\uc778\ud560 \uc608\uc815\uc785\ub2c8\ub2e4.<\/h4><\/li><li><h4>2022\ub144 1\ud559\uae30\ubd80\ud130 \uc815\ubcf4\uc774\ub860\uc740 \ub300\ud559\uc6d0 \uacfc\ubaa9\uc5d0\uc11c \ub3d9\uc77c \ub0b4\uc6a9\uc758 \ud559\ubd80\uacfc\ubaa9\uc73c\ub85c \ubcc0\uacbd\ub418\uc5b4 \uc81c\uacf5\ub420 \uc608\uc815\uc774\ub2c8, \uc218\uac15\uc2e0\uccad \uc2dc \ucc38\uace0 \ubc14\ub78d\ub2c8\ub2e4.<\/h4><\/li><\/ul><h2><strong>Open Lecture Links<br \/><\/strong><\/h2><ul><li><h4>Introduction to Deep Learning: <a href=\"https:\/\/www.youtube.com\/playlist?list=PLKs7xpqpX1bd3vUU5VrPwG1H9nea3xxdN\">(Link)<\/a><\/h4><\/li><li><h4>Information Theory: <a href=\"https:\/\/www.youtube.com\/playlist?list=PLKs7xpqpX1bcy1pcwHOw80G8EoQoZ0OOt\">(Link)<\/a><\/h4><\/li><li><h4>Introduction to Reinforcement Learning: <a href=\"https:\/\/www.youtube.com\/playlist?list=PLKs7xpqpX1bfF191VrJ5NQzRPPwrbUeE8\">(Link)<\/a><\/h4><\/li><li><h4>Information Theory and Quantum Computation<\/h4><\/li><\/ul><h2>\u00a0<strong>News<\/strong><\/h2><ul><li><h4><strong>Alumni Dr. Myeongwoon Jeon<\/strong> joined Dongah University as a faculty member from 2025 Fall.<\/h4><\/li><li><h4><strong>Alumni Dr. Jiyoon Shin<\/strong> joined Korea Aerospace Univ. as a faculty member from 2025 Fall.<\/h4><\/li><li><h4><strong>Alumni Dr. Sangwoo Hong<\/strong> joined Konkuk Univ. as a faculty member from 2025 Spring.<\/h4><\/li><li><h4><strong>Alumni Dr. Kyungjoon Ko<\/strong> joined Hongik Univ. as a faculty member from 2025 Spring.<\/h4><\/li><li><h4><strong>Alumni Dr. Youngwook Kim<\/strong> joined Koomin Univ. as a faculty member from 2024 fall.<\/h4><\/li><li><h4><strong>Alumni Dr. Minchul Kim<\/strong> joined Sejong Univ. as a faculty member from 2024 fall.<\/h4><\/li><li><h4><strong>Prof. Jungwoo Lee<\/strong> will host a flagship information theory society conference, <strong>ISIT 2028 in Seoul<\/strong> as a general co-chair.<\/h4><\/li><li><h4><strong>Prof. Jungwoo Lee<\/strong> visited the Google Deepmind headquarter in London, UK in July, 2023 for research collaboration.<\/h4><\/li><li><h4><strong>Prof. Jungwoo Lee<\/strong> became a new member of the National Academy of Engineering of Korea (NAEK) (Mar. 2023).<\/h4><\/li><li style=\"text-align: left;\"><h4><a href=\"https:\/\/www.yna.co.kr\/view\/AKR20200529084200004?input=1195m\"><strong>Prof. Jungwoo Lee<\/strong> and <strong>Wonjae Shin<\/strong> were awarded the IEEE Communications Society Fred W. Ellersick Prize at IEEE ICC 2020 (May. 2020)<\/a><\/h4><\/li><li id=\"h.p_q43NRytaMwji\" class=\"zfr3Q\" style=\"text-align: left;\"><h4><a href=\"http:\/\/www.korea.kr\/news\/pressReleaseView.do?newsId=156354254&amp;call_from=seoul_paper\"><strong>Alumni Dr.<\/strong><strong>Jiwoo Mun<\/strong> was awarded the exellence award at 2019 Space Weather Disaster Prediction AI Contest. (Oct. 2019)<\/a><\/h4><\/li><\/ul>[\/vc_column_text][\/vc_column][vc_column width=&#8221;1\/6&#8243;][\/vc_column][\/vc_row]<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>[vc_row][vc_column width=&#8221;1\/6&#8243;][\/vc_column][vc_column width=&#8221;2\/3&#8243;][mk_image_slideshow images=&#8221;7351,7347,7345,7366,7315,7227,7118,7115,7178,7056,6983,6977&#8243; image_width=&#8221;1600&#8243; image_height=&#8221;900&#8243; slideshow_speed=&#8221;3000&#8243;][vc_row_inner][vc_column_inner][\/vc_column_inner][\/vc_row_inner][vc_column_text css=&#8221;.vc_custom_1675869667944{margin-bottom: 0px !important;}&#8221;] Sharing Colloquium Youtube Link(\ucc44\ub110 sharing_colloquium): https:\/\/www.youtube.com\/channel\/UCjltmKOomhdXQELWi6asoBg Instagram(@sharing_colloquium):https:\/\/instagram.com\/sharing_colloquium?igshid=1vf44ghehb3wu Recent Publication &amp; News [Physical Review A] paper accepted : \u201cOperator-aware shadow importance sampling for accurate fidelity estimation\u201d, Hyunho Cha, Sangwoo Hong, and Jungwoo Lee [Quantum Information Processing] paper accepted : \u201cBinary integer programming for optimizing ebit cost [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"open","ping_status":"open","template":"","meta":[],"_links":{"self":[{"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/36"}],"collection":[{"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=36"}],"version-history":[{"count":213,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/36\/revisions"}],"predecessor-version":[{"id":7401,"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=\/wp\/v2\/pages\/36\/revisions\/7401"}],"wp:attachment":[{"href":"https:\/\/cml.snu.ac.kr\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=36"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}