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cs.IT2025
Deviation Inequalities for Rényi Divergence Estimators via Variational Expression
Sreejith Sreekumar, Kengo Kato
Rényi divergences play a pivotal role in information theory, statistics, and machine learning. While several estimators of these divergences have been proposed in the literature wi…
math.ST2025★ 1 cited
Convergence of empirical Gromov-Wasserstein distance
Kengo Kato, Boyu Wang
We study rates of convergence for estimation of the Gromov-Wasserstein (GW) distance. For two marginals supported on compact subsets of and , respectively, wit…