1. cpSGD: Communication-efficient and differentially-private distributed SGD;Agarwal;Adv. Neural Inf. Process. Syst.,2018
2. Optimal subsampling for large-scale quantile regression;Ai;J. Complexity,2021
3. Optimal subsampling algorithms for big data regressions;Ai;Statist. Sinica,2021
4. Privacy-preserving parametric inference: A case for robust statistics;Avella-Medina;J. Amer. Statist. Assoc.,2021
5. The cost of privacy: Optimal rates of convergence for parameter estimation with differential privacy;Cai;Ann. Statist.,2021