Wenying Duan is a Ph.D. and Master's Supervisor at Nanchang University, who received her B.Eng., M.Eng., and Ph.D. degrees in Computer Science and Technology from Nanchang University in 2010, 2013, and 2021 respectively. Her main research interests cover spatial-temporal graph neural networks, data mining, time series forecasting, and artificial intelligence applications. She has presided over the National Natural Science Foundation of China (NSFC) Regional Program, Jiangxi Provincial Natural Science Foundation Youth Program, and multiple horizontal research projects including the Research on Key Technologies of Integrated Personnel and Talent Management Platform and the Construction of Qinghai Province's "Internet + Personnel and Talent" Management Information System, with total research funding exceeding 9 million RMB and several projects successfully completed. In the past 5 years, she has published more than 10 papers in top-tier journals and conferences in her field, notably publishing papers as the first author at ACM SIGKDD (CCF-A)—the premier conference in data mining—for three consecutive years, and has also published multiple high-quality papers as the sole/co-corresponding author in internationally renowned venues such as DASFAA (CCF-B), CogSci (CCF-B), and Quantum Information Processing (JCR Q1). In terms of academic services, she serves as a Program Committee (PC) Member for top international conferences including KDD'24-26, WWW'23-24, and CIKM'25, and acts as a reviewer for over 10 internationally authoritative journals including ACM Transactions on Knowledge Discovery from Data and IEEE Transactions on Neural Networks and Learning Systems.Wenying Duan is a Ph.D. and Master's Supervisor at Nanchang University, who received her B.Eng., M.Eng., and Ph.D. degrees in Computer Science and Technology from Nanchang University in 2010, 2013, and 2021 respectively. Her main research interests cover spatial-temporal graph neural networks, data mining, time series forecasting, and artificial intelligence applications. She has presided over the National Natural Science Foundation of China (NSFC) Regional Program, Jiangxi Provincial Natural Science Foundation Youth Program, and multiple horizontal research projects including the Research on Key Technologies of Integrated Personnel and Talent Management Platform and the Construction of Qinghai Province's "Internet + Personnel and Talent" Management Information System, with total research funding exceeding 9 million RMB and several projects successfully completed. In the past 5 years, she has published more than 10 papers in top-tier journals and conferences in her field, notably publishing papers as the first author at ACM SIGKDD (CCF-A)—the premier conference in data mining—for three consecutive years, and has also published multiple high-quality papers as the sole/co-corresponding author in internationally renowned venues such as DASFAA (CCF-B), CogSci (CCF-B), and Quantum Information Processing (JCR Q1). In terms of academic services, she serves as a Program Committee (PC) Member for top international conferences including KDD'24-26, WWW'23-24, and CIKM'25, and acts as a reviewer for over 10 internationally authoritative journals including ACM Transactions on Knowledge Discovery from Data and IEEE Transactions on Neural Networks and Learning Systems.