The First Probabilistic Track of the International Planning Competition. - Håkan L. S. Younes; Michael L. Littman; David Weissman; John Asmuth (J. Artif. Intell. Res., 2005)

Potential-based Shaping in Model-based Reinforcement Learning. - John Asmuth; Michael L. Littman; Robert Zinkov (AAAI, 2008)

A Bayesian Sampling Approach to Exploration in Reinforcement Learning. - John Asmuth; Lihong Li 001; Michael L. Littman; Ali Nouri; David Wingate (UAI, 2009)

Learning is planning: near Bayes-optimal reinforcement learning via Monte-Carlo tree search. - John Asmuth; Michael L. Littman (UAI, 2011)