Towards a Simple Approach to Multi-step Model-based Reinforcement Learning

no code implementations • 31 Oct 2018 • Kavosh Asadi, Evan Cater, Dipendra Misra, Michael L. Littman

When environmental interaction is expensive, model-based reinforcement learning offers a solution by planning ahead and avoiding costly mistakes.

Model-based Reinforcement Learning reinforcement-learning +1

Personalized Education at Scale

no code implementations • 24 Sep 2018 • Sam Saarinen, Evan Cater, Michael Littman

Tailoring the presentation of information to the needs of individual students leads to massive gains in student outcomes~\cite{bloom19842}.

Reinforcement Learning (RL)

Equivalence Between Wasserstein and Value-Aware Loss for Model-based Reinforcement Learning

no code implementations • 1 Jun 2018 • Kavosh Asadi, Evan Cater, Dipendra Misra, Michael L. Littman

Learning a generative model is a key component of model-based reinforcement learning.

Model-based Reinforcement Learning reinforcement-learning +1