π About Me
My name is Zheling Tan (θ°εη΅). I am currently a doctoral student at Shanghai Jiao Tong University. I hold a bachelorβs degree in Computer Science from the Hongyi Honor College at Wuhan University. My research interest lies in the field of artificial intelligence for healthcare applications. I aim to develop innovative AI algorithms and models that can improve medical service quality, enhance diagnostic efficiency, and reduce healthcare costs.
π Publications
Arxiv
Data-Centric Foundation Models in Computational Healthcare: A Survey
Yunkun Zhang, Jin Gao, Zheling Tan, Lingfeng Zhou, Kexin Ding, Mu Zhou, Shaoting Zhang, Dequan Wang
- In this survey, we investigate a wide range of data-centric approaches in the FM era (from model pre-training to inference) towards improving the healthcare workflow. We discuss key perspectives in AI security, assessment, and alignment with human values. Finally, we offer a promising outlook of FM-based analytics to enhance the performance of patient outcome and clinical workflow in the evolving landscape of healthcare and medicine.
π Educations
- 2022.09 - now, Shanghai Jiao Tong University, Communication and information Engineering, doctoral student.
- 2018.09 - 2022.06, Wuhan University, Hongyi Honor College, Computer Science, bachelorβs degree.