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Yuhan YeI am a first year PhD student at the MIT Center for Computational Science and Engineering (CCSE). I received my B.S. degree from the School of Mathematical Sciences, Peking University in 2025, with a major in applied and computational mathematics. I am fortunate to work with Professors Asu Özdağlar and Saurabh Amin. News: In summer 2026, I will attend COLT 2026 and the Princeton Machine Learning Theory Summer School. Looking forward to connecting there! |
Research
My research interests lie somewhere at the intersection of optimization, learning, game, and complexity—currently, mostly on what one might call the theory side.
I also enjoy designing efficient algorithms.
Publications
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The Geometry of Linear Program Compression: An Exact Characterization and Learning Algorithm
arXiv preprint, 2026. [arxiv]
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Parameterized Complexity of Stationarity Testing for Piecewise-Affine Functions and Shallow CNN Losses
arXiv preprint, 2026. [arxiv]
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Learning Decision-Sufficient Representations for Linear Optimization
, Saurabh Amin, Asuman Özdağlar
COLT 2026. [arxiv] [conference]
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An Online Adaptive Sampling Algorithm for Stochastic Difference-of-convex Optimization with Time-varying Distributions
ICML 2025, oral. [pdf] [conference]
1. Efficient algorithms and lower bounds for nonsmooth nonconvex optimization
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An Online Adaptive Sampling Algorithm for Stochastic Difference-of-convex Optimization with Time-varying Distributions
ICML 2025, oral. [pdf] [conference]
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Parameterized Complexity of Stationarity Testing for Piecewise-Affine Functions and Shallow CNN Losses
arXiv preprint, 2026. [arxiv]
2. Learning compressed representations for optimization models
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Learning Decision-Sufficient Representations for Linear Optimization
, Saurabh Amin, Asuman Özdağlar
COLT 2026. [arxiv] [conference]
-
The Geometry of Linear Program Compression: An Exact Characterization and Learning Algorithm
arXiv preprint, 2026. [arxiv]
Contact
Feel free to reach out to me at:
- Email: yyh03@mit.edu
Miscellaneous
I like playing chess, while I am struggling to improve my ELO on chess.com. I also play other strategy games.