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most citedGeneral Convergence Rates Follow From Specialized Rates Assuming Growth Bounds

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math.OC2018

A Simple Nearly-Optimal Restart Scheme For Speeding-Up First Order Methods

James Renegar, Benjamin Grimmer

We present a simple scheme for restarting first-order methods for convex optimization problems. Restarts are made based only on achieving specified decreases in objective values, t…