We consider a principle or controller that can pick actions from a fixed action set to control an
evolving system with converging dynamics. The actions are interpreted as different …

We consider fair resource allocation in sequential decision-making environments modeled
as weakly coupled Markov decision processes, where resource constraints couple the …

Restless multi-armed bandits (RMABs) generalize the multi-armed bandits where each arm
exhibits Markovian behavior and transitions according to their transition dynamics. Solutions …

There has been significant interest in the development of personalized and adaptive
educational tools that cater to a student's individual learning progress. A crucial aspect in …