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Quantum Algorithms for Non-smooth Non-convex Optimization

Neural Information Processing Systems

This paper considers the problem of finding the (δ,ǫ)-Goldstein stationary point of the Lipschitz continuous objective, which is a rich funct ion class to cover a large number of important applications. We construct a nove l zeroth-order quantum estimator for the gradient of the smoothed surrogate.