Yingyu Lin

I am a Ph.D. student at UC San Diego. I am fortunate to be advised by Yi-An Ma. I am also fortunate to work closely with Yu-Xiang Wang and Biwei Huang. Prior to that, I obtained my B.S. degree in Mathematics from Tsinghua University.

My research interest primarily lies in statistical sampling, Markov chain Monte Carlo (MCMC), Differential Privacy, diffusion models, and causality.

Publications and Preprints

Tractable MCMC for Private Learning with Pure and Gaussian Differential Privacy

Yingyu Lin*, Yi-An Ma*, Yu-Xiang Wang*, Rachel Redberg, Zhiqi Bu.

International Conference on Learning Representations (ICLR), 2024

A Skewness-Based Criterion for Addressing Heteroscedastic Noise in Causal Discovery

Yingyu Lin*, Yuxing Huang*, Wenqin Liu*, Haoran Deng*, Ignavier Ng, Kun Zhang, Mingming Gong, Yi-An Ma, Biwei Huang

International Conference on Learning Representations (ICLR), 2025

Purifying Approximate Differential Privacy with Randomized Post-processing

Yingyu Lin*, Erchi Wang*, Yi-An Ma, Yu-Xiang Wang

Preprint

Email: yil208@ucsd.edu

Google Scholar Page: Yingyu Lin

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