research
∙
10/27/2021
Reinforcement Learning in Linear MDPs: Constant Regret and Representation Selection
We study the role of the representation of state-action value functions ...
share
research
∙
07/10/2020
Improved Analysis of UCRL2 with Empirical Bernstein Inequality
We consider the problem of exploration-exploitation in communicating Mar...
research
∙
12/07/2019
No-Regret Exploration in Goal-Oriented Reinforcement Learning
Many popular reinforcement learning problems (e.g., navigation in a maze...
research
∙
03/27/2017
Thompson Sampling for Linear-Quadratic Control Problems
We consider the exploration-exploitation tradeoff in linear quadratic (L...
research
∙
09/13/2016
