5 citations · 5 across the 1 of their papers we have counts for
2 papers
math.NA2021
A novel multi-scale loss function for classification problems in machine learning
Leonid Berlyand, Robert Creese, Pierre-Emmanuel Jabin
We introduce two-scale loss functions for use in various gradient descent algorithms applied to classification problems via deep neural networks. This new method is generic in the…
cond-mat.stat-mech2018★ 5 cited
Continuum approximations to systems of correlated interacting particles
Leonid Berlyand, Robert Creese, Pierre-Emmanuel Jabin +1
We consider a system of interacting particles with random initial conditions. Continuum approximations of the system, based on truncations of the BBGKY hierarchy, are described and…