A Generic Acceleration Framework for Stochastic Composite Optimization

3 June 2019

Papers citing "A Generic Acceleration Framework for Stochastic Composite Optimization"

12 / 12 papers shown

Title
On the Performance Analysis of Momentum Method: A Frequency Domain Perspective Xianliang Li Jun Luo Zhiwei Zheng Hanxiao Wang Li Luo Lingkun Wen Linlong Wu Sheng Xu 74 0 0 29 Nov 2024
Sharper Analysis for Minibatch Stochastic Proximal Point Methods: Stability, Smoothness, and Deviation Xiao-Tong Yuan P. Li 36 2 0 09 Jan 2023
On Acceleration of Gradient-Based Empirical Risk Minimization using Local Polynomial Regression Ekaterina Trimbach Edward Duc Hien Nguyen César A. Uribe 26 1 0 16 Apr 2022
Convergence and Stability of the Stochastic Proximal Point Algorithm with Momentum J. Kim Panos Toulis Anastasios Kyrillidis 28 8 0 11 Nov 2021
Training Deep Neural Networks with Adaptive Momentum Inspired by the Quadratic Optimization Tao Sun Huaming Ling Zuoqiang Shi Dongsheng Li Bao Wang ODL 22 13 0 18 Oct 2021
Optimization for Supervised Machine Learning: Randomized Algorithms for Data and Parameters Filip Hanzely 39 0 0 26 Aug 2020
On the Convergence of Nesterov's Accelerated Gradient Method in Stochastic Settings Mahmoud Assran Michael G. Rabbat 14 59 0 27 Feb 2020
Variance Reduced Coordinate Descent with Acceleration: New Method With a Surprising Application to Finite-Sum Problems Filip Hanzely D. Kovalev Peter Richtárik 37 17 0 11 Feb 2020
The Step Decay Schedule: A Near Optimal, Geometrically Decaying Learning Rate Procedure For Least Squares Rong Ge Sham Kakade Rahul Kidambi Praneeth Netrapalli 37 149 0 29 Apr 2019
Estimate Sequences for Stochastic Composite Optimization: Variance Reduction, Acceleration, and Robustness to Noise A. Kulunchakov Julien Mairal 32 44 0 25 Jan 2019
A Proximal Stochastic Gradient Method with Progressive Variance Reduction Lin Xiao Tong Zhang ODL 93 737 0 19 Mar 2014
Incremental Majorization-Minimization Optimization with Application to Large-Scale Machine Learning Julien Mairal 79 317 0 18 Feb 2014