1. Temporal Fairness in Decision Making Problems
- Author
-
Torres, Manuel R., Zehtabi, Parisa, Cashmore, Michael, Magazzeni, Daniele, and Veloso, Manuela
- Subjects
Computer Science - Artificial Intelligence - Abstract
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., Comment: Paper accepted at ECAI 2024. This is an extended version that includes Supplementary Material
- Published
- 2024