sparse regression

Elastic Gradient Descent, an Iterative Optimization Method Approximating the Solution Paths of the Elastic Net JMLR 2023 L0Learn: A Scalable Package for Sparse Learning using L0 Regularization JMLR 2023 Modular Regression: Improving Linear Models by Incorporating Auxiliary Data JMLR 2023 Online Linearized LASSO AISTATS 2023 Optimal Sketching Bounds for Sparse Linear Regression AISTATS 2023 Optimal Sparse Regression Trees AAAI 2023 Regularized Joint Mixture Models JMLR 2023 Robust Methods for High-Dimensional Linear Learning JMLR 2023 (S)GD over Diagonal Linear Networks: Implicit bias, Large Stepsizes and Edge of Stability NeurIPS 2023 abess: A Fast Best-Subset Selection Library in Python and R JMLR 2022 A cautionary tale on fitting decision trees to data from additive models: generalization lower bounds AISTATS 2022 A Simple Unified Framework for High Dimensional Bandit Problems ICML 2022 Chunk Dynamic Updating for Group Lasso with ODEs AAAI 2022 Denoising and change point localisation in piecewise-constant high-dimensional regression coefficients AISTATS 2022 Discovering Nonlinear PDEs from Scarce Data with Physics-encoded Learning ICLR 2022 Distilling Governing Laws and Source Input for Dynamical Systems from Videos IJCAI 2022 Distributed Sparse Multicategory Discriminant Analysis AISTATS 2022 Fast rates for noisy interpolation require rethinking the effect of inductive bias ICML 2022 Global Linear and Local Superlinear Convergence of IRLS for Non-Smooth Robust Regression NeurIPS 2022 Implicit Bias of the Step Size in Linear Diagonal Neural Networks ICML 2022 LassoBench: A High-Dimensional Hyperparameter Optimization Benchmark Suite for Lasso AutoML 2022 Meta-analysis of heterogeneous data: integrative sparse regression in high-dimensions JMLR 2022 PopArt: Efficient Sparse Regression and Experimental Design for Optimal Sparse Linear Bandits NeurIPS 2022 Sparse Mixed Linear Regression with Guarantees: Taming an Intractable Problem with Invex Relaxation ICML 2022 The Hessian Screening Rule NeurIPS 2022