3 papers
cs.LG2018
Towards a Simple Approach to Multi-step Model-based Reinforcement Learning
Kavosh Asadi, Evan Cater, Dipendra Misra +1
When environmental interaction is expensive, model-based reinforcement learning offers a solution by planning ahead and avoiding costly mistakes. Model-based agents typically learn…
cs.CY2018
Personalized Education at Scale
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}. This finding is likely due to the fact t…
cs.LG2018
Equivalence Between Wasserstein and Value-Aware Loss for Model-based Reinforcement Learning
Kavosh Asadi, Evan Cater, Dipendra Misra +1
Learning a generative model is a key component of model-based reinforcement learning. Though learning a good model in the tabular setting is a simple task, learning a useful model…