Deciding What to Learn: A Rate-Distortion Approach

                      Dilip Arumugam 1 Benjamin Van Roy 1

             Abstract               of information that, while insufficient to fully identify the
                                environment, suffices to guide effective decisions. Then,
    Agents that learn to select optimal actions repre-
                                the agent can prioritize gathering of information about this
    sent a prominent focus of the sequential decision ...