Basil M. Idrees

Decentralized Stochastic Successive Convex Approximation for composite non-convex problems with non-linear functional constraints

This paper explores consensus-based decentralized stochastic optimization for minimizing stochastic non-convex objectives, potentially accompanied by non-smooth convex regularizers and subject to non-linear functional constraints. The original problem is reformulated using the exact penalty method.…