Fairwashing: the risk of rationalization

?Source: Fairwashing: the risk of rationalization, Aïvodji et al. (2019)

This paper raises the problem of side-stepping fairness check in black-box model auditing. Since the model is unavailable, black-box auditing may rely on surrogate models. It is then possible for companies to build a surrogate model that is fairer than the original model for the purpose of auditing, making the appearance of using fair algorithms.

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