Robust Distributed Accelerated Stochastic Gradient Methods for
Multi-Agent Networks

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Robust Distributed Accelerated Stochastic Gradient Methods for Multi-Agent Networks

Journal of machine learning research (JMLR), 2019

19 October 2019

Mert Gurbuzbalaban

Asuman Ozdaglar

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Papers citing "Robust Distributed Accelerated Stochastic Gradient Methods for Multi-Agent Networks"

14 / 14 papers shown

Title
DIGing--SGLD: Decentralized and Scalable Langevin Sampling over Time--Varying Networks W. Bajwa Mert Gurbuzbalaban Mustafa Ali Kutbay Lingjiong Zhu Muhammad Zulqarnain 33 0 0 16 Nov 2025
Accelerated Gradient Methods with Biased Gradient Estimates: Risk Sensitivity, High-Probability Guarantees, and Large Deviation Bounds Mert Gurbuzbalaban Yasa Syed Necdet Serhat Aybat 131 0 0 17 Sep 2025
Accelerating Distributed Optimization: A Primal-Dual Perspective on Local Steps Junchi Yang Murat Yildirim Qiu Feng 324 1 0 02 Jul 2024
A cutting-surface consensus approach for distributed robust optimization of multi-agent systemsIEEE Transactions on Automatic Control (TAC), 2023 Jun Fu Xunhao Wu 251 3 0 07 Sep 2023
Uniform-in-Time Wasserstein Stability Bounds for (Noisy) Stochastic Gradient DescentNeural Information Processing Systems (NeurIPS), 2023 Lingjiong Zhu Mert Gurbuzbalaban Anant Raj Umut Simsekli 198 7 0 20 May 2023
A Dual Accelerated Method for Online Stochastic Distributed Averaging: From Consensus to Decentralized Policy EvaluationIEEE Transactions on Automatic Control (TAC), 2022 Sheng Zhang A. Pananjady Justin Romberg OffRL 222 4 0 23 Jul 2022
Heavy-Tail Phenomenon in Decentralized SGDIISE Transactions (IISE Trans.), 2022 Mert Gurbuzbalaban Yuanhan Hu Umut Simsekli Kun Yuan Lingjiong Zhu 242 11 0 13 May 2022
Building Decision Forest via Deep Reinforcement Learning Guixuan Wen Kaigui Wu 110 4 0 01 Apr 2022
Provably Accelerated Decentralized Gradient Method Over Unbalanced Directed GraphsSIAM Journal on Optimization (SIAM J. Optim.), 2021 Zhuoqing Song Lei Shi Shi Pu Ming Yan 195 5 0 26 Jul 2021
Accelerated Gradient Tracking over Time-varying Graphs for Decentralized Optimization Huan Li Zhouchen Lin 251 39 0 06 Apr 2021
Drowsiness Detection Based On Driver Temporal Behavior Using a New Developed Dataset F. Faraji F. Lotfi Javad Khorramdel Ali Najafi A. Ghaffari 83 3 0 31 Mar 2021
Moshpit SGD: Communication-Efficient Decentralized Training on Heterogeneous Unreliable DevicesNeural Information Processing Systems (NeurIPS), 2021 Max Ryabinin Eduard A. Gorbunov Vsevolod Plokhotnyuk Gennady Pekhimenko 296 43 0 04 Mar 2021
IDEAL: Inexact DEcentralized Accelerated Augmented Lagrangian MethodNeural Information Processing Systems (NeurIPS), 2020 Yossi Arjevani Joan Bruna Bugra Can Mert Gurbuzbalaban Stefanie Jegelka Hongzhou Lin 119 20 0 11 Jun 2020
A Unified Theory of Decentralized SGD with Changing Topology and Local UpdatesInternational Conference on Machine Learning (ICML), 2020 Anastasia Koloskova Nicolas Loizou Sadra Boreiri Martin Jaggi Sebastian U. Stich FedML 427 573 0 23 Mar 2020