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adversarial contamination

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robust estimation (3) sparse linear model (2) wirtinger flow (1) huber m-estimator (1) trimmed maximum likelihood (1) huber estimator (1) heavy-tailed (1) robust gradient descent (1) huber loss (1) dbscan algorithm (1)

Papers

Provable Guarantees For Robust Feature Selection in Sparse Linear Models in High-Dimensions UAI 2026 Heavy-tailed Estimation is Easier than Adversarial Contamination COLT 2025 Robust Gradient Descent for Phase Retrieval AISTATS 2025 Minimax M-estimation under Adversarial Contamination ICML 2022 Outlier-robust estimation of a sparse linear model using ℓ_1-penalized Huber's M-estimator NeurIPS 2019 Robustness Guarantees for Density Clustering AISTATS 2019