Debiasing Conditional Stochastic Optimization Lie He

Neural Information Processing Systems 

The sample-averaged gradient of the CSO objective is biased due to its nested structure, and therefore requires a high sample complexity for convergence. We introduce a general stochastic extrapolation technique that effectively reduces the bias.

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