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asynchronous optimization

38 papers

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Co-occurring keywords

stochastic gradient descent (1091) stochastic optimization (1060) distributed learning (563) distributed optimization (275) convergence analysis (395) parallel optimization (33) asynchronous algorithm (20) variance reduction (523) gradient descent (1144) stochastic gradient (296)

Papers

Parallel Asynchronous Stochastic Coordinate Descent with Auxiliary Variables AISTATS 2019
New Convergence Aspects of Stochastic Gradient Algorithms JMLR 2019
Leader Stochastic Gradient Descent for Distributed Training of Deep Learning Models NIPS 2019
DSCOVR: Randomized Primal-Dual Block Coordinate Algorithms for Asynchronous Distributed Optimization JMLR 2019
A Simple Stochastic Variance Reduced Algorithm with Fast Convergence Rates ICML 2018
Towards Understanding Acceleration Tradeoff between Momentum and Asynchrony in Nonconvex Stochastic Optimization NIPS 2018
A Delay-tolerant Proximal-Gradient Algorithm for Distributed Learning ICML 2018
Breaking the Nonsmooth Barrier: A Scalable Parallel Method for Composite Optimization NIPS 2017
Asynchronous Distributed Variational Gaussian Process for Regression ICML 2017
Cyclades: Conflict-free Asynchronous Machine Learning NIPS 2016
On Convergence of Model Parallel Proximal Gradient Algorithm for Stale Synchronous Parallel System AISTATS 2016
Asynchronous stochastic convex optimization: the noise is in the noise and SGD don't care NIPS 2015
Distributed Delayed Stochastic Optimization NIPS 2011