Momentum-based async SGD achieves optimal convergence rates for data-dependent delays without biasing updates toward simpler samples.
Gap aware mitigation of gradient staleness.arXiv preprint arXiv:1909.10802
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Bringing Order to Asynchronous SGD: Towards Optimality under Data-Dependent Delays with Momentum
Momentum-based async SGD achieves optimal convergence rates for data-dependent delays without biasing updates toward simpler samples.