If µk were estimated exactly accurate in every iteration (meaning that µk =µ(M k, wk)), the stochastic gradient of Mk given by line 5 of Algorithm 1 would be an unbiased estimate of the true gradient ∇M f(M, w), the iteration-wise 26 R
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