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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

Dual Principal Component Pursuit for Robust Subspace Learning: Theory and Algorithms for a Holistic Approach ICML 2021
Robust hypothesis testing and distribution estimation in Hellinger distance AISTATS 2021
Statistical Query Lower Bounds for List-Decodable Linear Regression NIPS 2021
The Many Faces of Adversarial Risk NIPS 2021
List-Decodable Mean Estimation in Nearly-PCA Time NIPS 2021
Adversarially Robust Change Point Detection NIPS 2021
Breaking the Moments Condition Barrier: No-Regret Algorithm for Bandits with Super Heavy-Tailed Payoffs NIPS 2021
Approximate Distributionally Robust Nonlinear Optimization with Application to Model Predictive Control: A Functional Approach L4DC 2021
SPECTRE: defending against backdoor attacks using robust statistics ICML 2021
Robustness Guarantees for Mode Estimation with an Application to Bandits AAAI 2021
Outlier Impact Characterization for Time Series Data AAAI 2021
Taming heavy-tailed features by shrinkage AISTATS 2021
On Proximal Policy Optimization’s Heavy-tailed Gradients ICML 2021
Robust Model Compression Using Deep Hypotheses AAAI 2021
Variance Reduced Median-of-Means Estimator for Byzantine-Robust Distributed Inference JMLR 2021
Generalization Bounds in the Presence of Outliers: a Median-of-Means Study ICML 2021
List Decodable Subspace Recovery COLT 2020
Conditional Linear Regression AISTATS 2020
Robust Persistence Diagrams using Reproducing Kernels NIPS 2020
Robust Density Estimation under Besov IPM Losses NIPS 2020
Robust and Heavy-Tailed Mean Estimation Made Simple, via Regret Minimization NIPS 2020
On Learning Ising Models under Huber's Contamination Model NIPS 2020
Reliable Graph Neural Networks via Robust Aggregation NIPS 2020
List-Decodable Mean Estimation via Iterative Multi-Filtering NIPS 2020
Robust Gaussian Covariance Estimation in Nearly-Matrix Multiplication Time NIPS 2020