معرفی
Muchao Ye is an Assistant Professor in the Department of Computer Science at the University of Iowa. He earned his Ph.D. from Pennsylvania State University's College of Information Sciences and Technology in 2024 and a Bachelor of Engineering in Information Engineering from South China University of Technology.
- Ph.D., Information Sciences and Technology, Pennsylvania State University (2024)
- B.Eng., Information Engineering, South China University of Technology
His research focuses on the intersection of Artificial Intelligence, Machine Learning, and AI Safety, particularly adversarial robustness in language models and vision-language models. He designs methods to enhance the security and reliability of deep learning systems for safety-critical applications like video surveillance and healthcare.
Recent publications highlight adversarial robustness frameworks (e.g., UniT, PAT), vision-language models for explainable video anomaly detection (VERA), and healthcare risk prediction techniques (MedPath, MedRetriever). His work appears in top venues such as NeurIPS, KDD, AAAI, ACL, and CVPR.
Professional experience includes Applied Scientist internships at Amazon (2022–2023) and teaching roles at the University of Iowa and Pennsylvania State University. He serves as a reviewer for conferences like NeurIPS, ICML, and journals including IEEE TPAMI.
