2 citations · 2 across the 2 of their papers we have counts for
2 papers
stat.ML2023
Implicit Regularization for Group Sparsity
Jiangyuan Li, Thanh V. Nguyen, Chinmay Hegde +1
We study the implicit regularization of gradient descent towards structured sparsity via a novel neural reparameterization, which we call a diagonally grouped linear neural network…
stat.ML2021★ 2 cited
Implicit Sparse Regularization: The Impact of Depth and Early Stopping
Jiangyuan Li, Thanh V. Nguyen, Chinmay Hegde +1
In this paper, we study the implicit bias of gradient descent for sparse regression. We extend results on regression with quadratic parametrization, which amounts to depth-2 diagon…