Research

Publications & Preprints

Privacy-Preserving Dynamic Assortment Selection

Cho, Y.H., Sun, W. W.

šŸ† 2025 American Statistical Association Student Paper Award from the Business and Economic Statistics Section

In preparation for Operations Research

Formal Privacy Guarantees with Invariant Statistics

Cho, Y.H., Awan, J.

Submitted to Journal of Machine Learning Research

Change point detection in high dimensional covariance matrix using Pillai’s statistics

Cho, S., Shin, M., Cho, Y.H., Lim, J.

AStA Advances in Statistical Analysis, 1-32

Working Papers

Privacy-Preserving Fine-tuning of Large Language Model

Cho, Y.H., Sun, W.W., Su, W.

On-going work

Bridging Privacy and Accuracy: Asymptotically Negligible Noise by Exponential Mechanism

Cho, Y.H., Chen, Y., Awan, J.

On-going work; in preparation for Journal of American Statistical Association

Differentially Private Conformal Prediction

Cho, Y.H., Awan, J.

On-going work