Methods, systems, and apparatus for selecting actions to be performed by an agent interacting with an environment are provided. One method includes maintaining return data that maps each observation-action pair to a respective return, the action in each observation-action pair being an action that was performed by the agent in response to the observation in the observation-action pair and the respective return mapped to by each of the observation-action pairs being a return that resulted from the agent performing the action in the observation-action pair; receiving a current observation; determining whether the current observation matches any observation identified in the return data; and in response to determining that the current observation matches a first observation identified in thereturn data, selecting an action to be performed by the agent using the returns mapped to by observation-action pairs in the return data that include the first observation.
MODEL-FREE CONTROL FOR REINFORCEMENT LEARNING AGENTS