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Black-BoxGeneralization: StabilityofZeroth-OrderLearning

Neural Information Processing Systems

Forboundednonconvex losses and a batch sizem = 1, we additionally show that both generalization error and learning rate are independent ofd and K, and remain essentially the same asfortheSGD, evenfortwofunction evaluations.