Temporal Fairness in Decision Making Problems
<|reference_start|>Temporal Fairness in Decision Making Problems: In this work we consider a new interpretation of fairness in decision making problems. Building upon existing fairness formulations, we focus on how to reason over fairness from a temporal perspective, taking into account the fairness of a history of past decisions. After introducing the concept of temporal fairness, we propose three approaches that incorporate temporal fairness in decision making problems formulated as optimization problems. We present a qualitative evaluation of our approach in four different domains and compare the solutions against a baseline approach that does not consider the temporal aspect of fairness.<|reference_end|>
@article{torres2024temporal,
    title={Temporal Fairness in Decision Making Problems},
    author={Manuel R. Torres, Parisa Zehtabi, Michael Cashmore, Daniele Magazzeni,
  Manuela Veloso},
    journal={arXiv preprint arXiv:2408.13208},
    year={2024},
    archivePrefix={arXiv},
    eprint={2408.13208},
    primaryClass={cs.AI}
}