conftrace_

incremental gradient

10 papers

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Also known as

IG

Co-occurring keywords

stochastic optimization (1060) linear convergence (158) convex optimization (1321) convergence rate (607) asynchronous parallel (16) multi-core system (2) stochastic gradient descent (1091) gradient estimation (150) empirical risk minimization (352) gradient descent (1144)

Papers

Lower Complexity Bounds of Finite-Sum Optimization Problems: The Results and Construction JMLR 2024
Finite-time complexity of incremental policy gradient methods for solving multi-task reinforcement learning L4DC 2024
Delay-Adaptive Step-sizes for Asynchronous Learning ICML 2022
Coresets for Data-efficient Training of Machine Learning Models ICML 2020
Towards Memory-Friendly Deterministic Incremental Gradient Method AISTATS 2018
Improved Asynchronous Parallel Optimization Analysis for Stochastic Incremental Methods JMLR 2018
ASAGA: Asynchronous Parallel SAGA AISTATS 2017
Proximal Average Approximated Incremental Gradient Method for Composite Penalty Regularized Empirical Risk Minimization ACML 2015
SAGA: A Fast Incremental Gradient Method With Support for Non-Strongly Convex Composite Objectives NIPS 2014
Finito: A faster, permutable incremental gradient method for big data problems ICML 2014