Graphical Convergence of Subgradients in Nonconvex Optimization and Learning
Work
Year: 2021
Type: article
Abstract: We investigate the stochastic optimization problem of minimizing population risk, where the loss defining the risk is assumed to be weakly convex. Compositions of Lipschitz convex functions with smoot... more
Authors Damek Davis, Dmitriy Drusvyatskiy
Institutions Cornell University, University of Washington
Cites: 26
Cited by: 5
Related to: 10
FWCI: 0.647
Citation percentile (by year/subfield): 67.45
Subfield: Computational Theory and Mathematics
Field: Computer Science
Domain: Physical Sciences
Open Access status: green