Hybrid Heavy-Ball Systems: Reset Methods for Optimization with Uncertainty

Justin H. Le, Andrew R. Teel

Momentum methods for convex optimization often rely on precise choices of algorithmic parameters, based on knowledge of problem parameters, in order to achieve fast convergence, as…