Publications: 1. 'Biomechanics-guided Facial Action Unit Detection through Force Modeling', CVPR 2023; 2. 'Knowledge-Augmented Deep Learning and Its Applications: A Survey', IEEE TNNLS 2023; 3. 'PhysPT: Physics-aware Pretrained Transformer for Estimating Human Dynamics from Monocular Videos', CVPR 2024. Other Achievements: One paper on Sample-efficient Simulation-based Inference accepted at NeurIPS 2024; Another paper on automatic suturing assessment accepted by npj Digital Medicine.
Research Experience
Assistant Professor at the Department of Computer Science and Engineering, Michigan State University, from Fall 2024; Postdoctoral Researcher at the University of Southern California prior to this role.
Education
Ph.D. in Computer Engineering, Rensselaer Polytechnic Institute; M.S. in Engineering, Brown University; B.S. in Physics, University of Science and Technology of China (USTC).
Background
Research Interests: Knowledge-augmented Deep Learning (including Physics-informed Deep Learning and Neural Symbolic Integration), Probabilistic Graphical Models, Computer Vision, AI for Health. Background: Assistant Professor at the Department of Computer Science and Engineering, Michigan State University, starting Fall 2024; previously a postdoctoral researcher at the University of Southern California.
Miscellany
Personal Interests: Gave a talk at the Women in Data Science (WiDS) Youth event.