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arXiv research

A locally-built, LLM-digested index of recent arXiv papers in quant finance, geometry/topology, and statistical ML — keyword search served straight from SQLite on this machine.

168,742 papers · 148 categories

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2 results for “Stale-Synchronous”
DC-S3GD: Delay-Compensated Stale-Synchronous SGD for Large-Scale Decentralized Neural Network Trainingcs.LG

Proposes DC-S3GD for efficient large-scale decentralized neural network training.

problem Training large-scale decentralized neural networks efficiently.
method Decentralized stale-synchronous version of DC-ASGD with gradient correction.
result Achieves state-of-the-art results in training Convolutional Neural Networks.
DC-S3GDDecentralizedStale-SynchronousDeep Neural NetworksGradient Correction
2019-11-06abs ↗pdf ↗