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Anytime Acceleration of Gradient Descent

cs.LG · 2024-11-26 · conditional · novelty 7.0

Gradient descent with a recursively repeated silver stepsize schedule achieves an anytime convergence rate of O(T^{-1.119}) for smooth convex functions, and exp(-Omega(T/kappa^{0.893})) for strongly convex functions.

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  • Anytime Acceleration of Gradient Descent cs.LG · 2024-11-26 · conditional · none · ref 8

    Gradient descent with a recursively repeated silver stepsize schedule achieves an anytime convergence rate of O(T^{-1.119}) for smooth convex functions, and exp(-Omega(T/kappa^{0.893})) for strongly convex functions.