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The Limits and Potentials of Local SGD for Distributed Heterogeneous Learning with Intermittent Communication.

, , , , , , , and . CoRR, (2024)

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Efficient Greedy Coordinate Descent for Composite Problems., , , and . CoRR, (2018)Approximate Steepest Coordinate Descent., , and . ICML, volume 70 of Proceedings of Machine Learning Research, page 3251-3259. PMLR, (2017)Error Feedback Fixes SignSGD and other Gradient Compression Schemes., , , and . ICML, volume 97 of Proceedings of Machine Learning Research, page 3252-3261. PMLR, (2019)Decentralized Local Stochastic Extra-Gradient for Variational Inequalities., , , , , and . CoRR, (2021)Sparsified SGD with Memory., , and . NeurIPS, page 4452-4463. (2018)Taming GANs with Lookahead-Minmax., , , , and . ICLR, OpenReview.net, (2021)On Spectral Invariance of Randomized Hessian and Covariance Matrix Adaptation Schemes., and . PPSN (1), volume 7491 of Lecture Notes in Computer Science, page 448-457. Springer, (2012)Efficient Greedy Coordinate Descent for Composite Problems., , , and . AISTATS, volume 89 of Proceedings of Machine Learning Research, page 2887-2896. PMLR, (2019)Safe Adaptive Importance Sampling., , and . NIPS, page 4381-4391. (2017)Decentralized Local Stochastic Extra-Gradient for Variational Inequalities., , , , , and . NeurIPS, (2022)