conftrace_

sparse regression

175 papers

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Also known as

SR

Co-occurring keywords

feature selection (649) high-dimensional statistics (145) convex optimization (1321) sparse optimization (246) high-dimensional regression (142) lasso regression (61) compressed sensing (201) variable selection (146) support recovery (43) l1 regularization (87)

Papers

Differentiable Sparse Identification of Lagrangian Dynamics AAAI 2026
Rank-one Convexification for Sparse Regression JMLR 2025
Effects of Momentum in Implicit Bias of Gradient Flow for Diagonal Linear Networks AAAI 2025
Solving Sparse \& High-Dimensional-Output Regression via Compression NIPS 2024
Implicit Regularization of Decentralized Gradient Descent for Sparse Regression NIPS 2024
A minimax optimal approach to high-dimensional double sparse linear regression JMLR 2024
Vision-based Discovery of Nonlinear Dynamics for 3D Moving Target IJCAI 2024
Fast Iterative Hard Thresholding Methods with Pruning Gradient Computations NIPS 2024
Truthful High Dimensional Sparse Linear Regression NIPS 2024
Fast, blind, and accurate: Tuning-free sparse regression with global linear convergence COLT 2024
Learning Macroscopic Dynamics from Partial Microscopic Observations NIPS 2024
Robust Sparse Regression with Non-Isotropic Designs NIPS 2024
Consistency of Dictionary-Based Manifold Learning AISTATS 2024
The Solution Path of SLOPE AISTATS 2024
High-dimensional (Group) Adversarial Training in Linear Regression NIPS 2024
The Reliability of OKRidge Method in Solving Sparse Ridge Regression Problems NIPS 2024
Symmetry-Informed Governing Equation Discovery NIPS 2024
On the Computational Complexity of Private High-dimensional Model Selection NIPS 2024
Optimal Sketching Bounds for Sparse Linear Regression AISTATS 2023
Online Linearized LASSO AISTATS 2023
Coordinate Descent for SLOPE AISTATS 2023
Average case analysis of Lasso under ultra sparse conditions AISTATS 2023
Optimal Sparse Regression Trees AAAI 2023
Regularized Joint Mixture Models JMLR 2023
L0Learn: A Scalable Package for Sparse Learning using L0 Regularization JMLR 2023