Discrete structures are omnipresent in mathematics, computer science, statistical physics, optimisation and models of natural phenomena. For instance, complex random graphs serve as a model for social ...

Abstract: Stochastic optimization aims to minimize the loss functions with noisy function and/or gradient measurements only. Depending on the types of the underlying variables, optimization problems ...