152 citations · 161 across the 2 of their papers we have counts for
2 papers
cs.LG2012★ 152 cited
A Bayesian Sampling Approach to Exploration in Reinforcement Learning
John Asmuth, Lihong Li, Michael L. Littman +2
We present a modular approach to reinforcement learning that uses a Bayesian representation of the uncertainty over models. The approach, BOSS (Best of Sampled Set), drives explora…
stat.ML2012★ 9 cited
The Infinite Latent Events Model
David Wingate, Noah Goodman, Daniel Roy +1
We present the Infinite Latent Events Model, a nonparametric hierarchical Bayesian distribution over infinite dimensional Dynamic Bayesian Networks with binary state representation…