  In Passive POMDPs actions do not affect the world state, but still incur
costs. When the agent is bounded by information-processing constraints, it can
only keep an approximation of the belief. We present a variational principle
for the problem of maintaining the information which is most useful for
minimizing the cost, and introduce an efficient and simple algorithm for
finding an optimum.
