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stat.ML2020
The Statistical Complexity of Early-Stopped Mirror Descent
Tomas Vaškevičius, Varun Kanade, Patrick Rebeschini
Recently there has been a surge of interest in understanding implicit regularization properties of iterative gradient-based optimization algorithms. In this paper, we study the sta…
stat.ML2019
Implicit Regularization for Optimal Sparse Recovery
Tomas Vaškevičius, Varun Kanade, Patrick Rebeschini
We investigate implicit regularization schemes for gradient descent methods applied to unpenalized least squares regression to solve the problem of reconstructing a sparse signal f…