Plug-in Approach to Active Learning. - Stanislav Minsker (J. Mach. Learn. Res., 2012)

Non-asymptotic bounds for prediction problems and density estimation. - Stanislav Minsker (2012)

Estimation of Extreme Values and Associated Level Sets of a Regression Function via Selective Sampling. - Stanislav Minsker (COLT, 2013)

Scalable and Robust Bayesian Inference via the Median Posterior. - Stanislav Minsker; Sanvesh Srivastava; Lizhen Lin; David B. Dunson (ICML, 2014)

Proceedings of the second "international Traveling Workshop on Interactions between Sparse models and Technology" (iTWIST'14). - Laurent Jacques; Christophe De Vleeschouwer; Yannick Boursier; Prasad Sudhakar; C. De Mol; Aleksandra Pizurica; Sandrine Anthoine; Pierre Vandergheynst; Pascal Frossard; Cagdas Bilen; Srdan Kitic; Nancy Bertin; et al. (CoRR, 2014)

Multiscale Dictionary Learning: Non-Asymptotic Bounds and Robustness. - Mauro Maggioni; Stanislav Minsker; Nate Strawn (J. Mach. Learn. Res., 2016)

Estimation of the covariance structure of heavy-tailed distributions. - Xiaohan Wei; Stanislav Minsker (NIPS, 2017)

Distributed Statistical Estimation and Rates of Convergence in Normal Approximation. - Stanislav Minsker; Nate Strawn (CoRR, 2017)

Robust and Scalable Bayes via a Median of Subset Posterior Measures. - Stanislav Minsker; Sanvesh Srivastava; Lizhen Lin; David B. Dunson (J. Mach. Learn. Res., 2017)

Structured Signal Recovery From Non-Linear and Heavy-Tailed Measurements. - Larry Goldstein; Stanislav Minsker; Xiaohan Wei (IEEE Trans. Inf. Theory, 2018)

Excess risk bounds in robust empirical risk minimization. - Stanislav Minsker; Timothée Mathieu (CoRR, 2019)

Efficient median of means estimator. - Stanislav Minsker (COLT, 2023)

Robust and Tuning-Free Sparse Linear Regression via Square-Root Slope. - Stanislav Minsker; Mohamed Ndaoud; Lang Wang (SIAM J. Math. Data Sci., 2024)

The Geometric Median and Applications to Robust Mean Estimation. - Stanislav Minsker; Nate Strawn (SIAM J. Math. Data Sci., 2024)

Generalized median of means principle for Bayesian inference. - Stanislav Minsker; Shunan Yao (Mach. Learn., 2025)