Think out of the "Box": Generically-Constrained Asynchronous Composite Optimization and Hedging

Pooria Joulani, András György, Csaba Szepesvari

Neural Information Processing Systems 

CADA is, to our knowledge, the first asynchronous stochastic optimization algorithm with finite-time datadependent convergence guarantees for generic convex constraints.

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