Jinwu Li
Postdoc Research Scholar

jinwu.li@polyu.edu.hk

Jinwu Li received his PhD degree in mechanical engineering from the College of Mechanical and Vehicle Engineering at Hunan University. Jinwu is interested in the physical-informed neural networks uncertainty quantification and propagation analysis for structural reliability.

Long Xue
PhD student

22099047R@connect.polyu.hk

Long received his Master degree in control science and engineering from the School of Reliability and Systems Engineering at Beihang University. Long is interested in the uncertainty quantification of deep learning models through various techniques, including Bayesian Neural Networks, lower and upper-bound based estimation, etc.

Chenyu Li
PhD student

23067472R@connect.polyu.hk

Chenyu received his double Bachelor degree in Physics and Mathematics from the Faculty of Science at Zhejiang University. Chenyu is interested in incorporating domain knowledge into machine learning models to improve their performance and interpretability. He is particularly interested in physics-informed neural networks (PINNs) and causal neural networks (CCN), which are two types of knowledge-enabled machine learning models.

Yanwen Jin
PhD student

23038145R@connect.polyu.hk

Yanwen received his Master degree in Mathematics at the Chinese University of Hong Kong. Yanwen’s research focuses on explainable artificial intelligence (XAI) including interpreting models with post-hoc methods like SHAP, LIME etc.

Ruonan Zhu
PhD student

ruonan.zhu@connect.polyu.hk

Ruonan Zhu received her Bachelor degree in computer science and technology from the College of Information Engineering at Northwest A&F University. Ruonan is interested in causal deep learning to incorporate domain expert knowledge or causal structures in neural networks.

Pingping Dong
PhD student

23100639@connect.polyu.hk

Pingping received her Master degree in computer application technology from the School of Information and Mechanical and Electrical Engineering at Shanghai Normal University. Pingping is currently a joint PhD student from Tongji University and The Hong Kong Polytechnic University. She is interested in intelligent transportation systems, spatio-temporal data mining and temporal causal discovery.

Jing-Xiao Liao
PhD student

jingxiao.liao@connect.polyu.hk

Jing-Xiao Liao received the B.S. and M.S. degrees in instrumentation engineering from the Harbin Institute of Technology (HIT), Harbin, China, in 2017 and 2019, respectively, He is currently pursuing the joint Ph.D. degree with the Department of Industrial and Systems Engineering, PolyU and the School of Instrumentation Science and Engineering, HIT. His research interests include theory and applications of quadratic neuron-based neural networks, non-stationary signal processing and bearing fault diagnosis. His personal website is: https://jxliao.w3spaces.com/

Tao Wang
PhD student

seatao.wang@connect.polyu.hk

Tao received his Bachelor and Master degree in control engineering from the School of Automation Science and Electrical Engineering at Beihang University. His current research interests are industrial artificial intelligence and its applications, such as product quality prediction, industrial soft sensor, etc.

Xinru Zhang
PhD student

xinru1.zhang@polyu.edu.hk

Xinru graduated with a Bachelor’s degree in Software Engineering from Northwestern Polytechnical University in September 2024. Her research interests focus on the field of uncertainty analysis, including selective neural networks, adversarial attack neural networks, and more.