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robust statistics

102 papers

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Co-occurring keywords

outlier detection (318) robust estimation (167) mean estimation (69) heavy-tailed distribution (98) high-dimensional statistics (145) principal component analysis (316) covariance estimation (96) hypothesis testing (254) linear regression (281) subspace recovery (25)

Papers

Optimality in Mean Estimation: Beyond Worst-Case, Beyond Sub-Gaussian, and Beyond $1+\alpha$ Moments NIPS 2023
Adaptive Data Depth via Multi-Armed Bandits JMLR 2023
A Robust Test for the Stationarity Assumption in Sequential Decision Making ICML 2023
Robust Methods for High-Dimensional Linear Learning JMLR 2023
Robust covariance estimation with missing values and cell-wise contamination NIPS 2023
Mode estimation on matrix manifolds: Convergence and robustness AISTATS 2022
Learning Distributions Generated by Single-Layer ReLU Networks in the Presence of Arbitrary Outliers NIPS 2022
Optimal Mean Estimation without a Variance COLT 2022
List-Decodable Sparse Mean Estimation via Difference-of-Pairs Filtering NIPS 2022
Renyi Differential Privacy of Propose-Test-Release and Applications to Private and Robust Machine Learning NIPS 2022
Streaming Algorithms for High-Dimensional Robust Statistics ICML 2022
Residual-Based Sampling for Online Outlier-Robust PCA ICML 2022
Robust Kernel Density Estimation with Median-of-Means principle ICML 2022
Outlier-Robust Sparse Estimation via Non-Convex Optimization NIPS 2022
Robust Generalized Method of Moments: A Finite Sample Viewpoint NIPS 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
Offline change detection under contamination UAI 2022
Archimedes Meets Privacy: On Privately Estimating Quantiles in High Dimensions Under Minimal Assumptions NIPS 2022
Data poisoning attacks on off-policy policy evaluation methods UAI 2022
High-probability bounds for robust stochastic Frank-Wolfe algorithm UAI 2022
Robust Sparse Mean Estimation via Sum of Squares COLT 2022
Outlier-Robust Sparse Mean Estimation for Heavy-Tailed Distributions NIPS 2022
Robust Streaming PCA NIPS 2022
Mirror Descent Strikes Again: Optimal Stochastic Convex Optimization under Infinite Noise Variance COLT 2022