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stat.ML2025

A Refined Analysis of UCBVI

Simone Drago, Marco Mussi, Alberto Maria Metelli

In this work, we provide a refined analysis of the UCBVI algorithm (Azar et al., 2017), improving both the bonus terms and the regret analysis. Additionally, we compare our version…