Austin J. Stromme

collaborators

2 papers

math.ST2026

Finite-sample bounds for regularized optimal transport

Alberto GonzÃ¡lez-Sanz, Marcel Nutz, Austin J. Stromme

We study the sample complexity of regularized optimal transport for general convex regularizations including the Kullback--Leibler divergence and $L^{p}$ penalties. Our main results…

math.PR2024

The ballistic limit of the log-Sobolev constant equals the Polyak-Åojasiewicz constant

Sinho Chewi, Austin J. Stromme

The Polyak-Lojasiewicz (PL) constant of a function $f : R^{d} \to R$ characterizes the best exponential rate of convergence of gradient flow for $f$ , uniformly…

Finite-sample bounds for regularized optimal transport

The ballistic limit of the log-Sobolev constant equals the Polyak-Åojasiewicz constant

The ballistic limit of the log-Sobolev constant equals the Polyak-Åojasiewicz constant