robust statistics

Optimality in Mean Estimation: Beyond Worst-Case, Beyond Sub-Gaussian, and Beyond 1+α Moments NeurIPS 2023 Rethinking Backdoor Attacks ICML 2023 Robust Consensus in Ranking Data Analysis: Definitions, Properties and Computational Issues ICML 2023 Robust covariance estimation with missing values and cell-wise contamination NeurIPS 2023 Robust Mean Estimation Without Moments for Symmetric Distributions NeurIPS 2023 Robust Methods for High-Dimensional Linear Learning JMLR 2023 Robust statistical comparison of random variables with locally varying scale of measurement UAI 2023 Statistical Robustness of Empirical Risks in Machine Learning JMLR 2023 The Test of Tests: A Framework for Differentially Private Hypothesis Testing ICML 2023 Archimedes Meets Privacy: On Privately Estimating Quantiles in High Dimensions Under Minimal Assumptions NeurIPS 2022 Data poisoning attacks on off-policy policy evaluation methods UAI 2022 Differential privacy and robust statistics in high dimensions COLT 2022 Empirical Bayesian Approaches for Robust Constraint-based Causal Discovery under Insufficient Data IJCAI 2022 High-probability bounds for robust stochastic Frank-Wolfe algorithm UAI 2022 Learning Distributions Generated by Single-Layer ReLU Networks in the Presence of Arbitrary Outliers NeurIPS 2022 List-Decodable Sparse Mean Estimation via Difference-of-Pairs Filtering NeurIPS 2022 Mirror Descent Strikes Again: Optimal Stochastic Convex Optimization under Infinite Noise Variance COLT 2022 Mode estimation on matrix manifolds: Convergence and robustness AISTATS 2022 Offline change detection under contamination UAI 2022 Optimal Mean Estimation without a Variance COLT 2022 Outlier-Robust Sparse Estimation via Non-Convex Optimization NeurIPS 2022 Outlier-Robust Sparse Mean Estimation for Heavy-Tailed Distributions NeurIPS 2022 Renyi Differential Privacy of Propose-Test-Release and Applications to Private and Robust Machine Learning NeurIPS 2022 Residual-Based Sampling for Online Outlier-Robust PCA ICML 2022 Robust computation of optimal transport by $β$-potential regularization ACML 2022