Exploration via Model-based Interval Estimation

By Alexander L. Strehl, Michael L. Littman. 2004

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

1. Brendan O'Donoghue
2. Michael L. Littman
3. Sergey Levine
4. Lihong Li
5. Alexander L. Strehl
6. Ian Osband
7. Csaba Szepesvari
8. Tor Lattimore

Citations in the corpus

• Variational Bayesian Reinforcement Learning with Regret Bounds (2018, background): “In MBIE-EB the authors take the bonus to be proportional to 1/ns,a (Strehl and Littman, 2004), and in BEB the authors take it to be proportional to 1/ns,a (Kolter and Ng, 2009).”
• An empirical evaluation of interval estimation for Markov decision processes (2004, methodology): “Like R-Max, it also provides a guarantee of efficient learning (Strehl & Littman, 2004).”