ahn20a@v125@PMLR

Total: 1

#1 From Nesterov’s Estimate Sequence to Riemannian Acceleration [PDF] [Copy] [Kimi]

Authors: Kwangjun Ahn ; Suvrit Sra

We propose the first global accelerated gradient method for Riemannian manifolds. Toward establishing our results, we revisit Nesterov’s estimate sequence technique and develop a conceptually simple alternative from first principles. We then extend our analysis to Riemannian acceleration, localizing the key difficulty into “metric distortion.” We control this distortion via a novel geometric inequality, which enables us to formulate and analyze global Riemannian acceleration.