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mini-batch SGD
mini-batch SGD
PulseAugur coverage of mini-batch SGD — every cluster mentioning mini-batch SGD across labs, papers, and developer communities, ranked by signal.
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New research offers tighter convergence rates for Local SGD algorithm
Researchers have published a paper detailing tighter convergence rates for Local SGD, a distributed optimization algorithm also known as Federated Averaging. The study focuses on scenarios with bounded second-order hete…
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New research questions Local SGD's theoretical advantage in distributed learning
A new arXiv paper explores the theoretical limitations of Local Stochastic Gradient Descent (SGD) in distributed learning scenarios with heterogeneous data and intermittent communication. The research demonstrates that …