Congrats to Rolf and all the other coathors on getting a paper accepted at TMLR! The paper shows how the technique for doing Bayesian RL in factored POMDPs (yes, we retain beliefs over the causal working of the world!) developed in earlier work can be combined with abstraction methods. More info here.