Local Optimality and Generalization Guarantees for the Langevin Algorithm via Empirical Metastability

18 February 2018

Papers citing "Local Optimality and Generalization Guarantees for the Langevin Algorithm via Empirical Metastability"

6 / 6 papers shown

Title
Natasha 2: Faster Non-Convex Optimization Than SGD Zeyuan Allen-Zhu ODL 64 245 0 29 Aug 2017
A Hitting Time Analysis of Stochastic Gradient Langevin Dynamics Yuchen Zhang Percy Liang Moses Charikar 61 236 0 18 Feb 2017
Non-convex learning via Stochastic Gradient Langevin Dynamics: a nonasymptotic analysis Maxim Raginsky Alexander Rakhlin Matus Telgarsky 70 521 0 13 Feb 2017
Natasha: Faster Non-Convex Stochastic Optimization Via Strongly Non-Convex Parameter Zeyuan Allen-Zhu 57 80 0 02 Feb 2017
The Landscape of Empirical Risk for Non-convex Losses Song Mei Yu Bai Andrea Montanari 94 312 0 22 Jul 2016
Theoretical guarantees for approximate sampling from smooth and log-concave densities A. Dalalyan 66 514 0 23 Dec 2014