Xiao-Hu Tu

Fair Policy Optimization in Major-Minor Weakly Coupled Markov Decision Processes

This work proves that the problem under symmetry reduces to optimizing the platform-plus-mean-participant utilitarian objective over the class of \textit{permutation-invariant} policies, which allows us to exploit efficient algorithms that optimize the utilitarian-based objective to solve this fairness-aware problem.