Jae Won Choi
Ph.D. Student in Computer Science
I am a Ph.D. student in Computer Science at the University of Southern California. My research focuses on geometric deep learning, graph neural networks, and physics-informed machine learning, with applications in computational biology.
Machine Learning · Graph Neural Networks · Physics-Informed ML · Computational Biology
Education
University of Southern California
Ph.D. in Computer Science
Advisor Prof. Ruishan Liu
University of Texas at Dallas
B.S. in Computer Science
Advisors Prof. Yulia Gel, Prof. Vincent Ng, Prof. Yuzhou Chen
Research
Machine Learning · Graph Neural Networks · Physics-Informed ML · Computational Biology
Published
MemeInterpret: Towards an All-in-One Dataset for Meme Understanding ↗
Park J., Nguyen K., Park J., Kim J., Lee J., Choi J., et al.
SNN-PDE: Learning Dynamic PDEs from Data with Simplicial Neural Networks ↗
Choi J., Chen Y., Lee H., Kim H., Gel Y.
Revisiting Link Prediction with the Dowker Complex ↗
Choi J., Chen Y., Frías J. Castillo J., Gel Y.
Best Paper — ASA Statistical Graphics 2024Self-supervised Contrastive Learning for Wildfire Detection ↗
Choi J., LaHaye N., Chen Y., Lee H., Gel Y.
Under Review
Keep Your Boundaries: From Finite Elements to Simplicial Convolution
Choi J., Chen Y., Xia K., Rondon I., Gel Y.
DKTM: Dynamic Keyword-based Topic Modeling for Lifelong Learning
Choi J., Nguyen V.
Others
Projects
arXiv Paper PDF Renamer
↗A Chrome extension that automatically renames arXiv paper PDFs to include the title and author information.
Interests & Hobbies
Where Am I Now
Currently at University of Southern California pursuing a Ph.D. in Computer Science.
Open To
Reach out at jwchoi@usc.edu