Model-Agnostic Characterization of Fairness Trade-offs

7 Apr 2020Joon Sik KimJiahao ChenAmeet Talwalkar

There exist several inherent trade-offs in designing a fair model, such as those between the model's predictive performance and fairness, or even among different notions of fairness. In practice, exploring these trade-offs requires significant human and computational resources... (read more)

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