Web: http://arxiv.org/abs/2106.07677

Jan. 31, 2022, 2:11 a.m. | Christine Herlihy, Aviva Prins, Aravind Srinivasan, John P. Dickerson

cs.LG updates on arXiv.org arxiv.org

Restless and collapsing bandits are often used to model budget-constrained
resource allocation in settings where arms have action-dependent transition
probabilities, such as the allocation of health interventions among patients.
However, state-of-the-art Whittle-index-based approaches to this planning
problem either do not consider fairness among arms, or incentivize fairness
without guaranteeing it. We thus introduce ProbFair, a probabilistically fair
policy that maximizes total expected reward and satisfies the budget constraint
while ensuring a strictly positive lower bound on the probability of being …

arxiv fairness

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