Guo, Z. (2021).
Causal Inference with Invalid Instruments: Post-selection Problems and A Solution Using Searching and Sampling.
To appear in Journal of the Royal Statistical Society: Series B [Codes]

Guo, Z. (2020).
Statistical Inference for Maximin Effects: Identifying Stable Associations across Multiple Studies .
Minor Revision at Journal of the American Statistical Association [Codes]

Ma, R.,Guo, Z., Cai, T. T., and Li, H. (2020).
Statistical Inference for Genetic Relatedness Based On High-Dimensional Logistic Regression.
To appear in Statistica Sinica. [Codes]

Wang, X., Zhou, H., · · ·, 4CE, Avillach, P.**, Guo, Z.**, and Cai, Tianxi.** (2022)
Surv-Maximin: Robust Federated Approach to Transporting Survival Risk Prediction Models.
To appear in Journal of Biomedical Informatics.

Guo, Z. , Cevid, D., and Bühlmann, P. (2021+).
Doubly Debiased Lasso: High-Dimensional Inference under Hidden Confounding.
Annals of Statistics, 50 (3), 1320 - 1347. [Codes]

* Cai, T. T., Guo, Z., and Ma, R. (2021+).
Statistical Inference for High-Dimensional Generalized Linear Models with Binary Outcomes.
To appear in Journal of the American Statistical Association. [Codes]

Guo, Z. and Zhang, C. (2022).
Extreme Nonlinear Correlation for Multiple Random Variables and Stochastic Processes with Applications to Additive Models.
Stochastic Processes and Their Applications, 150, 1037-1058

Guo, Z., Renaux, C., Bühlmann, P., and Cai, T. T. (2021).
Group Inference in High Dimensions with Applications to Hierarchical Testing.
Electronic Journal of Statistics, 15(2), 6633-6676. [Codes]

Guo, Z., Rakshit, P., Herman, D., and Chen, J. (2021).
Inference for Case Probability in High-dimensional Logistic Regression.
Journal of Machine Learning Research, 22(254), 1-54 [Codes]

* Cai, T, Cai, T. T. and Guo, Z. (2021).
Optimal Statistical Inference for Individualized Treatment Effects in High-dimensional Models.
Journal of the Royal Statistical Society: Series B, 2021, 83(4): 669-719. [Codes]

* Cai, T. T. and Guo, Z. (2020).
Semi-supervised Inference for Explained Variance in High-dimensional Linear Regression and Its Applications.
Journal of the Royal Statistical Society: Series B, 82(2), 391-419.

Guo, Z., Wang, W., Cai, T. T. and Li, H. (2019).
Optimal Estimation of Genetic Relatedness in High-dimensional Linear Models.
Journal of the American Statistical Association, 114(525), 358-369. [Codes]

Guo, Z., Kang, H., Cai, T. T. and Small, D. S. (2018).
Testing Endogeneity with High Dimensional Covariates.
The Journal of Econometrics, 207(1), 175-187. [Codes]

Guo, Z., Kang, H., Cai, T. T. and Small, D. S. (2018).
Confidence Intervals for Causal Effects with Invalid Instruments using Two-Stage Hard Thresholding with Voting.
Journal of the Royal Statistical Society: Series B, 80(4), 793-815. [Codes]

* Cai, T. T. and Guo, Z. (2018).
Accuracy Assessment for High-dimensional Linear Regression.
The Annals of Statistics, 46(4),1807-1836.

Guo, Z., Small, D. S., Gansky, S. A., and Cheng, J. (2018).
Mediation Analysis for Count and Zero-Inflated Count Data without Sequential Ignorability.
Journal of the Royal Statistical Society: Series C, 67(2), 371-394. [Codes]

Cheng J., Cheng, N. F., Guo, Z., Gregorich, S., Ismail, A. I. and Gansky, S. A. (2018).
Mediation Analysis for Count and Zero-Inflated Count Data.
Statistical Methods in Medical Research, 27(9), 2756-2774. [Codes]

* Cai, T. T. and Guo, Z. (2017).
Confidence Intervals for High-Dimensional Linear Regression: Minimax Rates and Adaptivity.
The Annals of Statistics, 45(2), 615-646. [Codes]

Guo, Z. and Small, D. S. (2016).
Control Function Instrumental Variable Estimation of Nonlinear Causal Effect Models.
Journal of Machine Learning Research, 17(100):1-35, 2016. [Codes]

Guo, Z., Cheng, J.,Lorch, S. A., and Small, D. S. (2014).
Using an Instrumental Variable to Test for Unmeasured Confounding.
Statistics in Medicine, 33, 3528 - 3546.

Guo, Z., Kogan, R., Qiu, H., and Strichartz, R. S.(2014).
Boundary value problems for a family of domains in the Sierpinski gasket.
Illinois Journal of Mathematics, 58, 497 - 519.