output
20142023
most citedThe Loss Surfaces of Multilayer Networks

715 citations

5 papers

physics.chem-ph2023★ 29 cited

Post-CCSD(T) corrections to bond distances and vibrational frequencies: the power of

Maciej Spiegel, Emmanouil Semidalas, Jan M. L. Martin +2

The importance of post-CCSD(T) corrections as high as CCSDTQ56 for ground-state spectroscopic constants (, , , and ) has been surveyed for a sample of two do…

eess.IV2022★ 1 cited

CIRCA: comprehensible online system in support of chest X-rays-based COVID-19 diagnosis

Wojciech Prazuch, Aleksandra Suwalska, Marek Socha +19

Due to the large accumulation of patients requiring hospitalization, the COVID-19 pandemic disease caused a high overload of health systems, even in developed countries. Deep learn…

cs.CV2019★ 1 cited

The Nipple-Areola Complex for Criminal Identification

Wojciech Michal Matkowski, Krzysztof Matkowski, Adams Wai-Kin Kong +1

In digital and multimedia forensics, identification of child sexual offenders based on digital evidence images is highly challenging due to the fact that the offender's face or oth…

cs.LG2015★ 715 cited

The Loss Surfaces of Multilayer Networks

Anna Choromanska, Mikael Henaff, Michael Mathieu +2

We study the connection between the highly non-convex loss function of a simple model of the fully-connected feed-forward neural network and the Hamiltonian of the spherical spin-g…

cs.LG2014★ 62 cited

Deep learning with Elastic Averaging SGD

Sixin Zhang, Anna Choromanska, Yann LeCun

We study the problem of stochastic optimization for deep learning in the parallel computing environment under communication constraints. A new algorithm is proposed in this setting…