Optimization
Achieving O (ฯต 1. 5) Complexity in Hessian/Jacobian-free Stochastic Bilevel Optimization
This class of bilevel problems has been studied extensively from the theoretical perspective in recent years.
CP-SLAM: Collaborative Neural Point-based SLAM
A novel global optimization framework is also proposed to improve the system accuracy like traditional bundle adjustment.
SEGA: Variance Reduction via Gradient Sketching
Filip Hanzely, Konstantin Mishchenko, Peter Richtarik
Neural Information Processing Systems http://nips.cc/
Limited Memory Kelley's Method Converges for Composite Convex and Submodular Objectives
Song Zhou, Swati Gupta, Madeleine Udell
Neural Information Processing Systems http://nips.cc/
How Much Restricted Isometry is Needed In Nonconvex Matrix Recovery?
Richard Zhang, Cedric Josz, Somayeh Sojoudi, Javad Lavaei
Neural Information Processing Systems http://nips.cc/
Counting the Optimal Solutions in Graphical Models
Neural Information Processing Systems http://nips.cc/