MELMO provably matches the best known convergence rates for weakly convex composite optimization while allowing non-Euclidean update directions.
The Annals of Statistics38(2), 894–942 (2010)
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Variable Smoothing for Weakly Convex Problems with Non-Euclidean Directions
MELMO provably matches the best known convergence rates for weakly convex composite optimization while allowing non-Euclidean update directions.