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Iterative regularization for low complexity regularizers.

, , , and . Numerische Mathematik, 156 (2): 641-689 (April 2024)

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Dual Extrapolation for Sparse Generalized Linear Models., , , and . CoRR, (2019)Coordinate Descent for SLOPE., , , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 4802-4821. PMLR, (2023)Beyond L1: Faster and Better Sparse Models with skglm., , , , and . NeurIPS, (2022)Implicit differentiation for fast hyperparameter selection in non-smooth convex learning., , , , , , and . CoRR, (2021)Support recovery and sup-norm convergence rates for sparse pivotal estimation., , , and . AISTATS, volume 108 of Proceedings of Machine Learning Research, page 2655-2665. PMLR, (2020)Anderson acceleration of coordinate descent., and . CoRR, (2020)Implicit Differentiation for Hyperparameter Tuning the Weighted Graphical Lasso., , , and . CoRR, (2023)Handling correlated and repeated measurements with the smoothed multivariate square-root Lasso., , , and . NeurIPS, page 3961-3972. (2019)Benchopt: Reproducible, efficient and collaborative optimization benchmarks., , , , , , , , , and 11 other author(s). NeurIPS, (2022)Implicit Differentiation for Fast Hyperparameter Selection in Non-Smooth Convex Learning., , , , , , and . J. Mach. Learn. Res., (2022)