Collaborative Algorithms for Online Personalized Mean Estimation

1 code implementation • 24 Aug 2022 • Mahsa Asadi, Aurélien Bellet, Odalric-Ambrym Maillard, Marc Tommasi

We study the case where some of the distributions have the same mean, and the agents are allowed to actively query information from other agents.

Model-Based Reinforcement Learning Exploiting State-Action Equivalence

no code implementations • 9 Oct 2019 • Mahsa Asadi, Mohammad Sadegh Talebi, Hippolyte Bourel, Odalric-Ambrym Maillard

In the case of an unknown equivalence structure, we show through numerical experiments that C-UCRL combined with ApproxEquivalence outperforms UCRL2 in ergodic MDPs.

Model-based Reinforcement Learning reinforcement-learning +1