Mingwei Yang

Contextual Decision-Making with Knapsacks Beyond the Worst Case

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 inventory, selects an action in each round upon observing a random request, leading to a reward and resource consumption…