Online Performative Decision Making with Latent Distribution States

Many operational decisions reshape the populations they act on: routing policies alter traffic, care interventions affect health outcomes, and public programs change participation. We study online control of such decision-dependent populations when the primitive state is a distribution, actions determine both current reward and the next distribution, and the reward and transition laws are unknown. … Read more