1.1k citations · 1.6k across the 20 of their papers we have counts for
3 papers · 2 filters
The Arcade Learning Environment: An Evaluation Platform for General Agents
Marc G. Bellemare, Yavar Naddaf, Joel Veness +1
In this article we introduce the Arcade Learning Environment (ALE): both a challenge problem and a platform and methodology for evaluating the development of general, domain-indepe…
On Local Regret
Michael Bowling, Martin Zinkevich
Online learning aims to perform nearly as well as the best hypothesis in hindsight. For some hypothesis classes, though, even finding the best hypothesis offline is challenging. In…
Dyna-Style Planning with Linear Function Approximation and Prioritized Sweeping
Richard S. Sutton, Csaba Szepesvari, Alborz Geramifard +1
We consider the problem of efficiently learning optimal control policies and value functions over large state spaces in an online setting in which estimates must be available after…