{"id":1904,"date":"2022-07-11T08:10:32","date_gmt":"2022-07-11T08:10:32","guid":{"rendered":"http:\/\/www.dmslab.net\/?page_id=1904"},"modified":"2024-09-19T21:04:37","modified_gmt":"2024-09-19T13:04:37","slug":"gengyulyu","status":"publish","type":"page","link":"http:\/\/www.dmslab.cn\/?page_id=1904","title":{"rendered":"Gengyu Lyu \u5415\u5e9a\u80b2"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Gengyu Lyu<\/h2>\n\n\n\n<p class=\"has-text-align-left\">I am currently a Professor (and a Ph.D. Supervisor) in the Faculty of Information Technology, Beijing University of Technology (BJUT). Before joining BJUT, I received my Ph.D. degree in the School of Computer and Information Technology, Beijing Jiaotong University in 2022, where I was fortunate to be supervised by Prof.&nbsp;<a href=\"http:\/\/faculty.bjtu.edu.cn\/8407\/\">Songhe Feng<\/a>.<\/p>\n\n\n\n<p>Here is my <a href=\"https:\/\/gengyulyu.github.io\/homepage\/\" data-type=\"URL\" data-id=\"https:\/\/gengyulyu.github.io\/homepage\/\">homepage<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Research Interests<\/h2>\n\n\n\n<p>My main research interests include Machine Learning and Data Mining, especially in learning from weakly supervised multi-label data.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Selected Publications <\/h2>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"block-0fe5bd7c-bf2e-4d3b-9daa-3aea23138bb0\">[<a href=\"https:\/\/scholar.google.com\/citations?user=wZYLfyIAAAAJ&amp;hl=zh-CN\">Google Scholar Citations Page<\/a>]<\/h4>\n\n\n\n<p><strong>GM-PLL: Graph Matching based Partial Label Learning<\/strong><br><strong>Gengyu Lyu<\/strong>, Songhe Feng, Tao Wang, Congyan Lang, Yidong Li<br>IEEE Transactions on Knowledge and Data Engineering, 2021, (<strong>CCF A<\/strong>)<\/p>\n\n\n\n<p><meta charset=\"utf-8\"><strong>Partial Multi-Label Learning via Probabilistic Graph Matching Mechanism<\/strong><br><strong>Gengyu Lyu<\/strong>, Songhe Feng, Yidong Li<br>ACM SIGKDD Conference on Knowledge Discovery and Data Mining, 2020<meta charset=\"utf-8\">, (<strong>CCF A<\/strong>)<\/p>\n\n\n\n<p><strong>Beyond Shared Subspace: A View-Specific Fusion for Multi-View Multi-Label Learning<\/strong><br><strong>Gengyu Lyu*<\/strong>, Xiang Deng*, Yanan Wu, Songhe Feng<br>AAAI Conference on Artificial Intelligence, 2022, (<strong>CCF A<\/strong>)<\/p>\n\n\n\n<p><strong>Deep Graph Matching for Partial Label Learning<\/strong><br><strong>Gengyu Lyu*<\/strong>, Yanan Wu*, Songhe Feng<br>International Joint Conference on Artificial Intelligence, 2022, (<strong>CCF A<\/strong>)<\/p>\n\n\n\n<p><strong>A Self-Paced Regularization Framework for Partial Label Learning<\/strong><br><strong>Gengyu Lyu<\/strong>, Songhe Feng, Tao Wang, Congyan Lang<br>IEEE Transactions on Cybernetics, 2022, (<strong>CCF B<\/strong>\uff0c\u4e2d\u79d1\u9662\u4e00\u533a)<\/p>\n\n\n\n<p><strong>Prior Knowledge Regularized Self-Representation Model for Partial Multi-Label Learning<\/strong><br><strong>Gengyu Lyu<\/strong>, Songhe Feng, Yi Jin, Tao Wang, Congyan Lang, Yidong Li<br>IEEE Transactions on Cybernetics (TCYB)\u00a0, 2021<meta charset=\"utf-8\">, (<strong>CCF B<\/strong>\uff0c\u4e2d\u79d1\u9662\u4e00\u533a)<\/p>\n\n\n\n<p><strong>Noisy Label Tolerance: A New Perspective of Partial Multi-Label Learning<\/strong><br><strong>Gengyu Lyu<\/strong>, Songhe Feng, Yidong Li<br>Information Sciences, 2021<meta charset=\"utf-8\">, (<strong>CCF B<\/strong>\uff0c\u4e2d\u79d1\u9662\u4e00\u533a)<\/p>\n\n\n\n<p><strong>HERA: Partial Label Learning by Combining Heterogeneous Loss with Sparse and Low-rank Regularization<\/strong><br><strong>Gengyu Lyu<\/strong>, Songhe Feng, Yidong Li, Yi Jin, Guojun Dai, Congyan Lang<br>ACM Transactions on Intelligent Systems and Technology (ACM TIST)&nbsp;, 2020<\/p>\n\n\n\n<p><strong>Partial Label Learning via Self-Paced Curriculum Strategy<\/strong><br><strong>Gengyu Lyu<\/strong>, Songhe Feng, Yidong Li<br>The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD)\u00a0, 2020<meta charset=\"utf-8\">, (<strong>CCF B<\/strong>)<\/p>\n\n\n\n<p><strong>Partial Multi-Label Learning via Multi-Subspace Representation<\/strong><br>Ziwei Li*,\u00a0<strong>Gengyu Lyu*<\/strong>(Equal Contributions), Songhe Feng<br>International Joint Conference on Artificial Intelligence, 2020<meta charset=\"utf-8\">, (<strong>CCF A<\/strong>)<\/p>\n\n\n\n<p><strong>Partial Label Learning via Subspace Representation and Global Disambiguation<\/strong><br>Yue Sun*,\u00a0<strong>Gengyu Lyu*<\/strong>(Equal Contributions), Songhe Feng<br>The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD)\u00a0, 2020<meta charset=\"utf-8\">, (<strong>CCF B<\/strong>)<\/p>\n\n\n\n<p><strong>Global-Local Label Correlation for Partial Multi-Label Learning<\/strong><br>Lijuan Sun, Songhe Feng, Jun Liu,\u00a0<strong>Gengyu Lyu<\/strong>, Congyan Lang<br>IEEE Transactions on Multimedia (TMM)\u00a0, 2020<meta charset=\"utf-8\">, (<strong>CCF B<\/strong>\uff0c\u4e2d\u79d1\u9662\u4e00\u533a)<\/p>\n\n\n\n<p><strong>GM-MLIC: Graph Matching based Multi-Label Image Classification<\/strong><br>Yanan Wu, He Liu, Songhe Feng, Yi Jin,\u00a0<strong>Gengyu Lyu<\/strong>, Zizhang Wu<br>International Joint Conference on Artificial Intelligence, 2021<meta charset=\"utf-8\">, (<strong>CCF A<\/strong>)<\/p>\n\n\n\n<p><strong>Distance-Preserving Embedding Adaptive Bipartite Graph Multi-View Learning with Application to Multi-Label Classification<\/strong><br>Xun Lu, Songhe Feng,\u00a0<strong>Gengyu Lyu<\/strong>, Yi Jin, Congyan Lang<br>ACM Transactions on Knowledge Discovery from Data (TKDD)<meta charset=\"utf-8\">, 2022, (<strong>CCF B<\/strong>)<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Professional Activities<\/h2>\n\n\n\n<h4 class=\"wp-block-heading\">Reviewer for Journals<\/h4>\n\n\n\n<ul><li>IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)<\/li><li>IEEE Transactions on Neural Networks and Learning Systems (TNNLS)<\/li><li>IEEE Transactions on Multimedia (TMM)<\/li><li>IEEE Transactions on Industrial Informatics (TII)<\/li><li>Information Sciences (INS)<\/li><\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><a><\/a>Reviewer for Conferences<\/h4>\n\n\n\n<ul><li>International Conference on Learning Representations (ICLR 2022, 2023)<\/li><li>International Conference on Machine Learning (ICML 2021, 2022)<\/li><li>Conference on Neural Information Processing Systems (NeurIPS 2021, 2022)<\/li><li>IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2021, 2022)<\/li><li>International Conference on Computer Vision (ICCV 2021)<\/li><li>European Conference on Computer Vision (ECCV 2022)<\/li><li>AAAI Conference on Artificial Intelligence (AAAI 2021, 2022, 2023)<\/li><li>International Joint Conference on Artificial Intelligence (IJCAI 2022)<\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Gengyu Lyu I am currently a Professor (and a Ph.D. Supe &hellip; <\/p>\n<p class=\"link-more\"><a href=\"http:\/\/www.dmslab.cn\/?page_id=1904\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u201cGengyu Lyu \u5415\u5e9a\u80b2\u201d<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":7,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"_links":{"self":[{"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=\/wp\/v2\/pages\/1904"}],"collection":[{"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1904"}],"version-history":[{"count":13,"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=\/wp\/v2\/pages\/1904\/revisions"}],"predecessor-version":[{"id":2819,"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=\/wp\/v2\/pages\/1904\/revisions\/2819"}],"up":[{"embeddable":true,"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=\/wp\/v2\/pages\/7"}],"wp:attachment":[{"href":"http:\/\/www.dmslab.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1904"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}