I am currently a PhD student in Machine Learning (ECE) supervised by Prof. Santiago C. Grijalva from the ACES Laboratory at Georgia Tech, Atlanta, GA. I received my M.S. degrees in Mathematics, Computational Science and Engineering, and Statistics from the School of Mathematics. I was a Graduate Research Assistant (GRA) with Prof. Cassie S. Mitchell, PI at Laboratory for Pathology Dynamics, under the guidance of PhD student Jiajia Xie in the Spring 2025.

Previously, I received B.A. in Mathematics and B.A in Computer Science from Skidmore College under the supervision of Prof. Mark E. Huibregtse, focusing on Algebraic Geometry and Algorithm, especially in Hilbert Scheme of Points.

My research interest includes algebraic geometry, machine learning theory, deep learning theory, reinforcement learning, optimization, and data science.

🔥 Ongoing Research Projects

• Electricity system optimization
• Score-based Stochastic Network Diffusion Models for Connectomes Dynamics under Neurodegeneration (Jiajia Xie, Prof. Cassie S. Mitchell, Wallace H. Coulter Department of Biomedical Engineering)
• Online data and Optimization
• Restless Multi-armed Bandit under Matroid Constraint (Prof. Kai Wang, School of Computational Science and Engineering)

📝 Previous Projects

• 2024.12, Enhanced Spatial Temporal Time Series Forecasting for Traffic Prediction Using Large Language Models (CS7650: Natural Language Processing)
• 2024.12, Modeling Neurodegenerative Connectome Dynamics: A Physics-Constrained Bayesian Approach with Kriging (ISyE7400: Advanced Design of Experiments)
• 2024.05, Nonparametric Autoencoders (Prof. Wenjing Liao, School of Mathematics)
• 2024.05, Multimodal Analysis for Detecting Hateful Memes (CS 7643: Deep Learning)
• 2023.12, Physics Informed Neural Networks (Prof. Shihao Yang, H. Milton Stewart School of Industrial and Systems Engineering)
• 2023.05, Extended Dynamic Mode Decomposition (Prof. Nisha Chandramoorthy, School of Computational Science and Engineering)
• 2023.04, Misinformation Detection on Social Network (CSE6240: Web Search & Text Mining)
• 2023.04, Evacuation Simulation: Based on Agent-based Model (CSE6730: Modeling and Simulation)
• 2023.03, Single-cell Clustering (Prof. Xiuwei Zhang, School of Computational Science and Engineering)
• 2022.12, Relational Machine Learning for Knowledge Graphs (CSE8803NDA: Numerical Algorithms for Data Analytics)
• 2022.12, Analysis of Algorithms to Solve Minimum Vertex Cover Problem (CSE6140: Algorithm)
• 2022.08, TransMimic: Cross Morphologies Motion Skills Transferring (CS7641: Machine Learning)
• 2022.05, Impactful Scholar Map Based on Citation Network and Influence Numbers (CSE6242: Data and Visual Analytics)

💬 Research Presentations

• 2018.05, Elliptic Curves over Finite Extension Fields and Applications, 2018 Academic Festival, Skidmore College, Saratoga Springs, NY
• 2018.04, The Hilbert Scheme of Points of the Affine Plane, Hudson River Undergraduate Math Conference (HRUMC), St. Lawrence University, Canton, NY
• 2017.04, Elliptic Curves over Finite Extension Fields, Hudson River Undergraduate Math Conference (HRUMC), Westfield State University, Westfield, MA
• 2016.04, Identities Relating Stirling Numbers, Hudson River Undergraduate Math Conference (HRUMC), St. Michael’s College, Colchester, VT