Publications associées à (S)GD over Diagonal Linear Networks: Implicit Regularisation, Large Stepsizes and Edge of Stability

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Combinatorial Selection and Least Absolute Shrinkage via the CLASH Algorithm

Volkan Cevher, Anastasios Kyrillidis

The least absolute shrinkage and selection operator (LASSO) for linear regression exploits the geometric interplay of the

\ell_2

-data error objective and the

\ell_1

-norm constraint to arbitrarily select sparse models. Guiding this uninformed selection ...

IEEE2012

(S)GD over Diagonal Linear Networks: Implicit Regularisation, Large Stepsizes and Edge of Stability

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Chattez avec Graph Search

Wavelet Shrinkage With Consistent Cycle Spinning Generalizes Total Variation Denoising

Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices

Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices

Combinatorial Selection and Least Absolute Shrinkage via the CLASH Algorithm

Hessian-Based Regularization For 3-D Microscopy Image Restoration

Hessian-Based Regularization for 3-D Microscopy Image Restoration

Fast Geodesic Active Fields for Image Registration based on Splitting and Augmented Lagrangian Approaches

Compressive sensing meets game theory

Joint reconstruction of correlated images from compressed linear measurements

Nonideal sampling and regularized interpolation of noisy data

Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices

Wavelet Shrinkage With Consistent Cycle Spinning Generalizes Total Variation Denoising

Hessian-Based Regularization for 3-D Microscopy Image Restoration

Compressed Sensing of Simultaneous Low-Rank and Joint-Sparse Matrices

Compressive sensing meets game theory

Combinatorial Selection and Least Absolute Shrinkage via the CLASH Algorithm

Hessian-Based Regularization For 3-D Microscopy Image Restoration

Nonideal sampling and regularized interpolation of noisy data

Fast Geodesic Active Fields for Image Registration based on Splitting and Augmented Lagrangian Approaches

Joint reconstruction of correlated images from compressed linear measurements