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robust regression

81 papers

RR

Papers

On efficient robust regression with subquadratic samples COLT 2026 Statistically Robust Sparse High-order Interaction Model AAAI 2026 Linear Hypothesis Testing in High-Dimensional Expected Shortfall Regression with Heavy-Tailed Errors JMLR 2025 PoseAnchor: Robust Root Position Estimation for 3D Human Pose Estimation ICCV 2025 Asymptotic Characterisation of the Performance of Robust Linear Regression in the Presence of Outliers AISTATS 2024 Estimating Generalization Performance Along the Trajectory of Proximal SGD in Robust Regression NeurIPS 2024 From continuous-time formulations to discretization schemes: tensor trains and robust regression for BSDEs and parabolic PDEs JMLR 2024 Learning a Single Neuron Robustly to Distributional Shifts and Adversarial Label Noise NeurIPS 2024 Outlier-Robust Distributionally Robust Optimization via Unbalanced Optimal Transport NeurIPS 2024 Robust Gaussian Processes via Relevance Pursuit NeurIPS 2024 Robust Nonparametric Regression under Poisoning Attack AAAI 2024 Robust Sparse Regression with Non-Isotropic Designs NeurIPS 2024 RoMa: Robust Dense Feature Matching CVPR 2024 Corruption-Tolerant Algorithms for Generalized Linear Models AAAI 2023 Distribution-Independent Regression for Generalized Linear Models with Oblivious Corruptions COLT 2023 Imbalanced Mixed Linear Regression NeurIPS 2023 On the Convergence of IRLS and Its Variants in Outlier-Robust Estimation CVPR 2023 Robust and Scalable Gaussian Process Regression and Its Applications CVPR 2023 Robust Gaussian process regression with the trimmed marginal likelihood UAI 2023 Robust Linear Regression for General Feature Distribution AISTATS 2023 Global Linear and Local Superlinear Convergence of IRLS for Non-Smooth Robust Regression NeurIPS 2022 Hardness and Algorithms for Robust and Sparse Optimization ICML 2022 New Coresets for Projective Clustering and Applications AISTATS 2022 Regularized Modal Regression on Markov-Dependent Observations: A Theoretical Assessment AAAI 2022 Robust Bayesian Regression via Hard Thresholding NeurIPS 2022