Personal profile
Research interests
machine learning, data sciences, and numerical optimization, computer vision, signal/image processing, and computational imaging, healthcare
Teaching
Deep learning, machine learning
Education/Academic qualification
PhD, When are nonconvex optimization problems not scary? , Columbia University
2011 → 2016
Award Date: May 31 2016
External Positions
Postdoc fellow, Stanford University
2016 → 2019
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 3 Good Health and Well-being
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Collaborations and top research areas from the last five years
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Assessment of sounds waves via artificial intelligence as a biomarker to detect early stage liver cancer
Debes, J. D. (PI) & Sun, J. (PI)
HEALTH RESOURCES IN ACTION. INC
12/31/25 → 12/30/27
Project: Research project
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CardioOnco-AI: AI-Empowered Cardiotoxicity Risk Prediction Among Breast Cancer Survivors Using Multi-Site Real-World Data
Blaes, A. H. (PI), Melton-Meaux, G. B. (PI), Sun, J. (PI), Zhang, R. (PI), Drawz, P. E. (CoI) & Ramu, B. (CoI)
DHHS FOOD & DRUG ADMINISTRATION (FDA)
9/22/25 → 8/31/28
Project: Research project
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SCH: A New Computational Framework for Learning from Imbalanced Biomedical Data
8/1/25 → 7/31/27
Project: Research project
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ACED: Accelerating Materials Discovery by Learning with Physics-Informed Constraints
Bartel, C. J. (PI), Lu, Z. (PI) & Sun, J. (PI)
THE NATIONAL SCIENCE FOUNDATION
6/15/25 → 11/30/26
Project: Research project
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Adolescents' Social Media Management Strategies: Bidirectional Links to Objective Social Media Use and Mental Health Outcomes
Gunlicks-Stoessel, M. L. (PI), Nickodem, K. (PI), Sun, X. (PI), Sun, J. (PI), Dworkin, J. (Other Role) & Piehler, T. F. (Other Role)
NATIONAL INSTITUTES OF HEALTH (NIH)
9/6/24 → 5/31/28
Project: Research project
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A Baseline Method for Removing Invisible Image Watermarks using Deep Image Prior
Liang, H., Li, T. & Sun, J., 2025, In: Transactions on Machine Learning Research. 2025-JulyResearch output: Contribution to journal › Article › peer-review
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Automated ventricular segmentation in pediatric hydrocephalus: how close are we?
Taha, B. R., Luo, G., Naik, A., Sabal, L., Sun, J., McGovern, R. A., Sandoval-Garcia, C. & Guillaume, D. J., Aug 2025, In: Journal of Neurosurgery: Pediatrics. 36, 2, p. 165-172 8 p.Research output: Contribution to journal › Article › peer-review
2 Link opens in a new tab Scopus citations -
An in-depth evaluation of federated learning on biomedical natural language processing for information extraction
Peng, L., Luo, G., Zhou, S., Chen, J., Xu, Z., Sun, J. & Zhang, R., Dec 2024, In: npj Digital Medicine. 7, 1, 127.Research output: Contribution to journal › Article › peer-review
Open Access39 Link opens in a new tab Scopus citations -
A Unified Analysis of AdaGrad With Weighted Aggregation and Momentum Acceleration
Shen, L., Chen, C., Zou, F., Jie, Z., Sun, J. & Liu, W., 2024, In: IEEE Transactions on Neural Networks and Learning Systems. 35, 10, p. 14482-14490 9 p.Research output: Contribution to journal › Article › peer-review
24 Link opens in a new tab Scopus citations -
Automated Quantification of Eye Tics Using Computer Vision and Deep Learning Techniques
Conelea, C., Liang, H., DuBois, M., Raab, B., Kellman, M., Wellen, B., Jacob, S., Wang, S., Sun, J. & Lim, K., Jan 2024, In: Movement Disorders. 39, 1, p. 183-191 9 p.Research output: Contribution to journal › Article › peer-review
Open Access9 Link opens in a new tab Scopus citations
Press/Media
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College of Science and Engineering Secures $1.2 Million Grant For Electric Scooter Research
Rajamani, R., Sun, J. & Morris, N. L.
11/17/20
1 item of Media coverage
Press/Media: Expert Comment or Interview