QuantumSpeedupsofOptimizingApproximately ConvexFunctionswithApplicationstoLogarithmic RegretStochasticConvexBandits

Neural Information Processing Systems 

Optimization theory is a central research topic in computer science, mathematics, operations research, etc. Currently, many efficient algorithms for optimizing convex functions have been proposed (see for instance [10]), but much less is known for nonconvex optimization.

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