2 citations · 5 across the 6 of their papers we have counts for
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cs.AI2024
Assessing Group Fairness with Social Welfare Optimization
Violet Chen, J. N. Hooker, Derek Leben
Statistical parity metrics have been widely studied and endorsed in the AI community as a means of achieving fairness, but they suffer from at least two weaknesses. They disregard…
cs.AI2021★ 2 cited
Fairness through Social Welfare Optimization
Violet Xinying Chen, J. N. Hooker
We propose social welfare optimization as a general paradigm for formalizing fairness in AI systems. We argue that optimization models allow formulation of a wide range of fairness…