Publications
* indicates the corresponding author.
- (2026). Deep Neural Expected Shortfall Regression with Tail-Robustness. Journal of Machine Learning Research , accepted .
- (2026). Theory for Identification and Inference with Synthetic Controls: A Proximal Causal Inference Framework. Journal of the American Statistical Association , 1-13 .
- (2025). Estimation and Inference for Nonparametric Expected Shortfall Regression over RKHS. Journal of the American Statistical Association , 120(552), 2314-2325 .
- (2024). Gaussian Differentially Private Robust Mean Estimation and Inference. Bernoulli , 30(4), 3059-3088 .
- (2024). Low-Rank Matrix Recovery Under Heavy-Tailed Errors. Bernoulli , 30(3), 2326-2345 .
Book Chapters / Reference Articles
- (2026). High-Dimensional Quantile Regression. In Wiley StatsRef: Statistics Reference Online , eds. N. Balakrishnan, T. Colton, B. Everitt, W. Piegorsch, F. Ruggeri, and J. L. Teugels .
Preprints
- (2025). Fortified Proximal Causal Inference with Many Invalid Proxies. arXiv preprint arXiv:2506.13152 , Reject and Resubmit, Journal of the Royal Statistical Society Series B .
Grants
- (PI) Ewha Startup Grant, Mar 2026 ~ Feb 2028
- (PI) Ewha Startup Grant from College of Natural Science, Mar 2026 ~ Feb 2028
Reviewer
- American Journal of Epidemiology
- Annals of Applied Statistics
- Annals of Statistics
- Electronic Journal of Statistics
- Epidemiology
- Journal of Business and Economic Statistics
- Journal of Computational and Graphical Statistics
- Journal of Econometrics
- Journal of Machine Learning Research
- Journal of the American Statistical Association
- Journal of the Royal Statistical Society: Series B
- Statistica Sinica