Stochastic optimization for vaccine and testing kit allocation for the COVID-19 pandemic

•Multi-agent extension to the unified framework for resource allocation in pandemics.•Parameterized rolling horizon optimization strategy for vaccine allocation.•Active learning for allocating tests to learn about the stochastic environment.•Collaborative sequential decision-making between agents under resource scarcity.