Dr. Zhaohui Liang received the master’s degree in information systems and technology and the Ph.D. degree in computer science from York University, Toronto, ON, Canada. His doctoral research focused on generative models, cross-modal retrieval, and medical image analysis, with an emphasis on applying deep learning to clinical imaging and biomedical data. He is currently a Research Fellow at National Library of Medicine, National Institutes of Health, Bethesda, MD, USA. His work centers on multimodal artificial intelligence, including large language models and vision–language models for clinical decision support and automated medical image interpretation. He has contributed to research on generative AI, diffusion models, and retrieval-augmented systems for improving diagnostic accuracy and reducing hallucination in AI-generated medical report.