RAAS delivers high-probability stopping-time complexity bounds for strongly convex and general convex optimization by using tunable momentum in adaptive search under bounded-moment stochastic oracles.
Inequalities for therth absolute moment of a sum of random variables, 1≤r≤2.The Annals of Mathematical Statistics, 36(1):299–303
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Robust Accelerated Adaptive Search: High-Probability Complexity Bounds under Bounded-Moment Stochastic Oracles
RAAS delivers high-probability stopping-time complexity bounds for strongly convex and general convex optimization by using tunable momentum in adaptive search under bounded-moment stochastic oracles.