Temporal Fairness in Decision Making Problems
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arXiv
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| Main Authors: | , , , , |
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| Format: | Preprint |
| Published: |
2024
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| _version_ | 1866929471626412032 |
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| author | Torres, Manuel R. Zehtabi, Parisa Cashmore, Michael Magazzeni, Daniele Veloso, Manuela |
| author_facet | Torres, Manuel R. Zehtabi, Parisa Cashmore, Michael Magazzeni, Daniele Veloso, Manuela |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2408_13208 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Temporal Fairness in Decision Making Problems Torres, Manuel R. Zehtabi, Parisa Cashmore, Michael Magazzeni, Daniele Veloso, Manuela Artificial Intelligence 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. |
| title | Temporal Fairness in Decision Making Problems |
| topic | Artificial Intelligence |
| url | https://arxiv.org/abs/2408.13208 |