Asynchronous SGD Beats Minibatch SGD Under Arbitrary Delays

Asynchronous SGD Beats Minibatch SGD Under Arbitrary Delays

15 June 2022

Konstantin Mishchenko

Francis R. Bach

Blake E. Woodworth

Papers citing "Asynchronous SGD Beats Minibatch SGD Under Arbitrary Delays"

16 / 16 papers shown

Title
Ringmaster ASGD: The First Asynchronous SGD with Optimal Time Complexity Artavazd Maranjyan Alexander Tyurin Peter Richtárik 66 3 0 27 Jan 2025
Asynchronous Stochastic Gradient Descent with Decoupled Backpropagation and Layer-Wise Updates Cabrel Teguemne Fokam Khaleelulla Khan Nazeer Lukas König David Kappel Anand Subramoney 44 0 0 08 Oct 2024
Ordered Momentum for Asynchronous SGD Chang-Wei Shi Yi-Rui Yang Wu-Jun Li ODL 115 0 0 27 Jul 2024
Distributed Stochastic Gradient Descent with Staleness: A Stochastic Delay Differential Equation Based Framework Siyuan Yu Wei Chen H. V. Poor 63 0 0 17 Jun 2024
Asynchronous Federated Reinforcement Learning with Policy Gradient Updates: Algorithm Design and Convergence Analysis Guangchen Lan Dong-Jun Han Abolfazl Hashemi Vaneet Aggarwal Christopher G. Brinton 142 15 0 09 Apr 2024
Communication-Efficient Federated Learning With Data and Client Heterogeneity Hossein Zakerinia Shayan Talaei Giorgi Nadiradze Dan Alistarh FedML 51 8 0 20 Jun 2022
Advances in Asynchronous Parallel and Distributed Optimization By Mahmoud Assran Arda Aytekin Hamid Reza Feyzmahdavian M. Johansson Michael G. Rabbat 44 76 0 24 Jun 2020
Is Local SGD Better than Minibatch SGD? Blake E. Woodworth Kumar Kshitij Patel Sebastian U. Stich Zhen Dai Brian Bullins H. B. McMahan Ohad Shamir Nathan Srebro FedML 50 254 0 18 Feb 2020
Better Theory for SGD in the Nonconvex World Ahmed Khaled Peter Richtárik 33 182 0 09 Feb 2020
Stochastic Gradient Push for Distributed Deep Learning Mahmoud Assran Nicolas Loizou Nicolas Ballas Michael G. Rabbat 51 342 0 27 Nov 2018
Local SGD Converges Fast and Communicates Little Sebastian U. Stich FedML 150 1,056 0 24 May 2018
Revisiting Distributed Synchronous SGD Jianmin Chen Xinghao Pan R. Monga Samy Bengio Rafal Jozefowicz 59 799 0 04 Apr 2016
Asynchronous Methods for Deep Reinforcement Learning Volodymyr Mnih Adria Puigdomenech Badia M. Berk Mirza Alex Graves Timothy Lillicrap Tim Harley David Silver Koray Kavukcuoglu 159 8,805 0 04 Feb 2016
Massively Parallel Methods for Deep Reinforcement Learning Arun Nair Praveen Srinivasan Sam Blackwell Cagdas Alcicek Rory Fearon ... Stig Petersen Shane Legg Volodymyr Mnih Koray Kavukcuoglu David Silver OffRL AI4CE GNN 64 504 0 15 Jul 2015
Stochastic First- and Zeroth-order Methods for Nonconvex Stochastic Programming Saeed Ghadimi Guanghui Lan ODL 57 1,538 0 22 Sep 2013
Better Mini-Batch Algorithms via Accelerated Gradient Methods Andrew Cotter Ohad Shamir Nathan Srebro Karthik Sridharan ODL 85 313 0 22 Jun 2011