[ "Xiaoge Zhang is an Assistant Professor in the Department of Industrial and Systems Engineering (ISE) at The Hong Kong Polytechnic University. He received his PhD in Systems Engineering and Operations Research at Vanderbilt University, Nashville, Tennessee, United States in 2019. He has won multiple awards, including the Peter G. Hoadley Best Paper Award, the Chinese Government Award for Outstanding Self-Financed Students Studying Abroad, the Bravo Zulu Award, Pao Chung Chen Fellowship, to name a few. He has published more than 80 papers in leading academic journals, such as Nature Communications, IEEE Transactions on Reliability, IEEE Transactions on Artificial Intelligence, IEEE Transactions on Automation Science and Engineering, Reliability Engineering & Systems Safety, Risk Analysis, IEEE Transactions on Industrial Informatics, Decision Support Systems, IEEE Transactions on Cybernetics, and Annals of Operations Research, among others. His research has gathered widespread attention from the academic community (3000+ citations, h-index 34 according to Google Scholar). He is a member of IEEE and IISE. His research interests center on safety, reliability and trustworthiness assurance of AI-powered intelligent systems and their applications to high-stakes decision settings." ]

[ "Tao Wang received his Bachelor's degree in Automation and Master's degree in Control Engineering from the School of Automation Science and Electrical Engineering, Beihang University, Beijing, China, in 2020 and 2023, respectively. He is currently pursuing a PhD degree in the Department of Industrial and Systems Engineering at The Hong Kong Polytechnic University, Hong Kong, China. His research interests include conformal prediction, uncertainty quantification, and industrial AI applications." ]

[ "Lei Ma received a BE degree from Shanghai Jiao Tong University, Shanghai, China, in 2009, and the ME and PhD degrees from The University of Tokyo, Tokyo, Japan, in 2011 and 2014, respectively. He is currently an Associate Professor at The University of Tokyo and the University of Alberta, Edmonton, AB, Canada. He was honorably selected as Canada CIFAR AI Chair and a fellow with Alberta Machine Intelligence Institute (Amii), Edmonton. His research interests include the interdisciplinary fields of software engineering (SE) and trustworthy artificial intelligence, with a special focus on the quality, reliability, safety, and security aspects of AI systems." ]

[ "Sankaran Mahadevan has thirty-five years of research and teaching experience in uncertainty quantification, risk and reliability analysis, machine learning, system health diagnosis and prognosis, and optimization under uncertainty. His research has been extensively funded by NSF, NASA, FAA, DOE, DOD, DOT, NIST, General Motors, Chrysler, Union Pacific, American Railroad Association, and Sandia, Idaho, Los Alamos and Oak Ridge National Laboratories. His research contributions are documented in more than 450 publications, including two textbooks on reliability methods and 200 journal papers. He has directed 40 PhD dissertations and 24 MS theses, and has taught many industry short courses on reliability and risk analysis methods. During the past decade, he has been at the forefront of academic research on digital twin methodologies for air and marine transportation vehicles, buildings, additive manufacturing, and power grid networks. He is currently the President of the ASCE Engineering Mechanics Institute, Managing Editor of the ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, and a winner of the Senior Distinguished Research Award from the International Association of Structural Safety and Reliability. He is a Fellow of the American Institute of Aeronautics and Astronautics (AIAA), Engineering Mechanics Institute (ASCE), and the Prognostics & Health Management Society. His awards include the NASA Next Generation Design Tools award (NASA), the SAE Distinguished Probabilistic Methods Educator Award, and best paper awards in the MORS Journal and the SDM and IMAC conferences. Professor Mahadevan obtained his B.S. from the Indian Institute of Technology, Kanpur, M.S. from Rensselaer Polytechnic Institute, Troy, NY, and PhD from Georgia Institute of Technology, Atlanta, GA." ]