Regret minimization in stochastic non-convex learning via a proximal-gradient approach

13 October 2020

Papers citing "Regret minimization in stochastic non-convex learning via a proximal-gradient approach"

18 / 18 papers shown

Title
Zeroth-order non-convex learning via hierarchical dual averaging Amélie Héliou Matthieu Martin P. Mertikopoulos Thibaud Rahier 27 10 0 13 Sep 2021
Lower Bounds for Non-Convex Stochastic Optimization Yossi Arjevani Y. Carmon John C. Duchi Dylan J. Foster Nathan Srebro Blake E. Woodworth 67 349 0 05 Dec 2019
UniXGrad: A Universal, Adaptive Algorithm with Optimal Guarantees for Constrained Optimization Ali Kavis Kfir Y. Levy Francis R. Bach Volkan Cevher ODL 53 56 0 30 Oct 2019
Introduction to Online Convex Optimization Elad Hazan OffRL 108 1,922 0 07 Sep 2019
Online Non-Convex Learning: Following the Perturbed Leader is Optimal A. Suggala Praneeth Netrapalli 108 54 0 19 Mar 2019
Solving a Class of Non-Convex Min-Max Games Using Iterative First Order Methods Maher Nouiehed Maziar Sanjabi Tianjian Huang Jason D. Lee Meisam Razaviyayn 73 340 0 21 Feb 2019
Learning in Non-convex Games with an Optimization Oracle Naman Agarwal Alon Gonen Elad Hazan OffRL 50 60 0 17 Oct 2018
On the Regret Minimization of Nonconvex Online Gradient Ascent for Online PCA Dan Garber ODL 32 9 0 27 Sep 2018
SPIDER: Near-Optimal Non-Convex Optimization via Stochastic Path Integrated Differential Estimator Cong Fang C. J. Li Zhouchen Lin Tong Zhang 81 572 0 04 Jul 2018
On the Convergence of Stochastic Gradient Descent with Adaptive Stepsizes Xiaoyun Li Francesco Orabona 57 294 0 21 May 2018
Efficient Regret Minimization in Non-Convex Games Elad Hazan Karan Singh Cyril Zhang 91 96 0 31 Jul 2017
An Online Learning Approach to Generative Adversarial Networks Paulina Grnarova Kfir Y. Levy Aurelien Lucchi Thomas Hofmann Andreas Krause GAN 45 90 0 10 Jun 2017
Kernel-based methods for bandit convex optimization Sébastien Bubeck Ronen Eldan Y. Lee 296 165 0 11 Jul 2016
Multi-scale exploration of convex functions and bandit convex optimization Sébastien Bubeck Ronen Eldan 49 73 0 23 Jul 2015
Non-stationary Stochastic Optimization Omar Besbes Y. Gur A. Zeevi 127 430 0 20 Jul 2013
Mirror Descent Meets Fixed Share (and feels no regret) Nicolò Cesa-Bianchi Pierre Gaillard Gabor Lugosi Gilles Stoltz 139 98 0 15 Feb 2012
X-Armed Bandits Sébastien Bubeck Rémi Munos Gilles Stoltz Csaba Szepesvari 126 383 0 25 Jan 2010
Multi-Armed Bandits in Metric Spaces Robert D. Kleinberg Aleksandrs Slivkins E. Upfal 261 468 0 29 Sep 2008