most citedStochastic Damped L-BFGS with Controlled Norm of the Hessian Approximation

2 citations · 2 across the 1 of their papers we have counts for

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2 papers

cs.LG2021

Adaptive First- and Second-Order Algorithms for Large-Scale Machine Learning

Sanae Lotfi, Tiphaine Bonniot de Ruisselet, Dominique Orban +1

In this paper, we consider both first- and second-order techniques to address continuous optimization problems arising in machine learning. In the first-order case, we propose a fr…

cs.LG2020★ 2 cited

Stochastic Damped L-BFGS with Controlled Norm of the Hessian Approximation

Sanae Lotfi, Tiphaine Bonniot de Ruisselet, Dominique Orban +1

We propose a new stochastic variance-reduced damped L-BFGS algorithm, where we leverage estimates of bounds on the largest and smallest eigenvalues of the Hessian approximation to…