2e2c4bf7ceaa4712a72dd5ee136dc9a8-Supplemental.pdf

Neural Information Processing Systems 

Most notably, we obtain the first dimension-independent generalization bounds formulti-pass SGD inthenonsmooth case. Inaddition, our bounds allow us to derive a new algorithm for differentially private nonsmooth stochastic convex optimization withoptimal excess population risk.

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