The assignment of bounded resources to several agents under some notions of fairness is a topic studied in networking, operations research, game theory, and economic theory.

Here we consider contextual policies that are a map from a discrete context to a set of continuous parameters . For example, video streaming and real-time conferencing systems use adaptive bitrate (ABR) algorithms to balance between video quality and uninterrupted playback.