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Adaptive Restart under Unknown KL Geometry in Stochastic Weakly-Convex Optimization

Nguyen, Binh T. et al.
arXiv (All) · Papers
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90c26optimization-and-control
KL geometry accelerates restart schedules in stochastic weakly-convex optimization, but the schedule depends jointly on an unknown and potentially nonunique geometric description. We introduce CARP-KL, a certified portfolio that adapts over valid KL descriptions while using the same primitive stocha
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