Titlebook: Recent Advances in Reinforcement Learning; 9th European Worksho Scott Sanner,Marcus Hutter Conference proceedings 2012 Springer-Verlag Berl

FER

Options with Exceptionsvelop an option representation so that small changes in the subproblem solutions can be accommodated without losing the original solution. We empirically validate the proposed framework on a simulated game domain.

用树皮

Invited Talk: UCRL and Autonomous Explorationsing the apparently closest unknown state — as indicated by an optimistic policy — for further exploration.. This is joint work with Shiau Hong Lim. The research leading to these results has received funding from the European Community’s Seventh Framework Programme (FP7/2007-2013) under grant agreem

Gastric

Invited Talk: Increasing Representational Power and Scaling Inference in Reinforcement Learningtatistical Relational AI may give new tools for solving the “scaling challenge”. It is sometimes mentioned that scaling RL to real-world scenarios is a core challenge for robotics and AI in general. While this is true in a trivial sense, it might be beside the point. Reasoning and learning on approp

共同时代

intuition

Automatic Discovery of Ranking Formulas for Playing with Multi-armed Bandits of this set. In particular, they clearly outperform several reference policies previously introduced in the literature. We argue that these newly found formulas as well as the procedure for generating them may suggest new directions for studying bandit problems.

忍耐

Infraction

Unified Inter and Intra Options Learning Using Policy Gradient Methodslicy gradient algorithms may be applied. We identify the basis functions that apply to each of these decision components, and show that they possess a useful orthogonality property that allows to compute the natural gradient independently for each component. We further outline the extension of the s

Facet-Joints

Mauricio Araya-López,Olivier Buffet,Vincent Thomas,François Charpillet

幼稚

intimate

Kfir Y. Levy,Nahum Shimkinicht weiter hinterfragt. Sie mögen evident sein, wenn man sie auf eine bestimmte Vorstellung von den reellen Zahlen bezieht. Doch mathematisch gesehen ist dies unerheblich. Diese Axiome machen keine Aussage, was die reellen Zahlen .. Sie legen nur fest, welche . sie haben. Und nur diese Eigenschafte