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Stochastic Optimization Algorithms for Problems with Controllable Biased Oracles

Liu, Yin et al.
arXiv (OAI Expanded) · Papers
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optimization-and-control
Motivated by emerging applications in machine learning, we consider an optimization problem in a general setting in which the gradient of the objective function is available via a biased stochastic oracle. We assume a bias-control parameter can reduce the bias magnitude; however, a lower bias requir
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