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Ningyuan (Teresa) Huang
Flatiron Research Fellow
Center for Computational Mathematics, Flatiron Institute
Hi, I am Teresa
I am a Flatiron Research Fellow in the Center for Computational Mathematics at Flatiron Institute. I am broadly interested in geometric deep learning and mechanistic understanding of foundation models.
I completed my PhD in 2024 from Johns Hopkins University, where I was very fortunate to be co-advised by Professor Soledad Villar and Professor Carey Priebe. I was a research intern at Apple Machine Learning Research in 2023 and 2024.
Interests
- Representation Learning and Graph Neural Networks
- Theory and Algorithms for Foundation Models
- ML4Science
Education
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Ph.D. in Applied Math & Stat, 2024
Johns Hopkins University
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M.S. in Data Science, 2020
New York University
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B.S. in Statistics and Economics, 2016
University of Hong Kong
Research
Approximately Equivariant Graph Networks
Fine-grained Expressivity of Graph Neural Networks
From Local to Global: Spectral-Inspired Graph Neural Networks
Deep Learning is Provably Robust to Symmetric Label Noise
Dimensionality reduction, regularization, and generalization in overparameterized regressions
Experience
AI/ML Research Intern
Apple ML Research
AI/ML Research Intern
Apple ML Research
Research Associate
Center for Computational Mathematics, Flatiron Institute
Projects
Autonomous driving
A CNN encoder-decoder model to navigate traffic environment using bird's eye view images.
Topic Modelling with Latent Dirichlet Allocation (LDA) on Wikipedia Articles
An interative visualization showing results of topic modelling on 33k Wikipedia articles
Chatbot
An interactive jupyter notebook implementing live chatbot using N-gram blocking
Matrix Completion for Different Missing Data Patterns
A study of three matrix imputation methods on different types of missing data patterns
Water Conservation
A data visualization showing global inequities of water usage and conservation suggestions
How Crypto Stacks Up Against Other Investments
A data-driven graphic story. Collaboration with Yue Qiu, Justina Lee and Adrian Leung in Bloomberg.