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stochastic variance reduced gradient

23 papers

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Also known as

SVRG

Co-occurring keywords

variance reduction (523) stochastic gradient descent (1091) stochastic optimization (1060) convergence rate (607) gradient descent (1144) linear convergence (158) convex optimization (1321) first-order method (89) strongly convex (89) empirical risk minimization (352)

Papers

Estimate Sequences for Variance-Reduced Stochastic Composite Optimization ICML 2019
Towards closing the gap between the theory and practice of SVRG NIPS 2019
Principal Component Projection and Regression in Nearly Linear Time through Asymmetric SVRG NIPS 2019
Exploring Fast and Communication-Efficient Algorithms in Large-Scale Distributed Networks AISTATS 2019
Acceleration of SVRG and Katyusha X by Inexact Preconditioning ICML 2019
ASVRG: Accelerated Proximal SVRG ACML 2018
Level-Set Methods for Finite-Sum Constrained Convex Optimization ICML 2018
Breaking the Span Assumption Yields Fast Finite-Sum Minimization NIPS 2018
Guaranteed Sufficient Decrease for Stochastic Variance Reduced Gradient Optimization AISTATS 2018
Towards Memory-Friendly Deterministic Incremental Gradient Method AISTATS 2018
The Lingering of Gradients: How to Reuse Gradients Over Time NIPS 2018
Stochastic Nested Variance Reduction for Nonconvex Optimization NIPS 2018
Catalyst for Gradient-based Nonconvex Optimization AISTATS 2018
Tracking the gradients using the Hessian: A new look at variance reducing stochastic methods AISTATS 2018
A Simple Stochastic Variance Reduced Algorithm with Fast Convergence Rates ICML 2018
Distributed Stochastic Variance Reduced Gradient Methods by Sampling Extra Data with Replacement JMLR 2017
Adaptive SVRG Methods under Error Bound Conditions with Unknown Growth Parameter NIPS 2017
Convergence Analysis of Proximal Gradient with Momentum for Nonconvex Optimization ICML 2017
Solving Ridge Regression using Sketched Preconditioned SVRG ICML 2016
Barzilai-Borwein Step Size for Stochastic Gradient Descent NIPS 2016
Improved SVRG for Non-Strongly-Convex or Sum-of-Non-Convex Objectives ICML 2016
Local Smoothness in Variance Reduced Optimization NIPS 2015
Accelerating Stochastic Gradient Descent using Predictive Variance Reduction NIPS 2013