Contextual Decision-Making with Knapsacks Beyond the Worst Case

Zhaohua Chen, Rui Ai, Mingwei Yang +3

We study the framework of a dynamic decision-making scenario with resource constraints. In this framework, an agent, whose target is to maximize the total reward under the initial…