Is invariance all you need for algorithmic fairness? Removing demographic information can create new bias
It is shown, mathematically and empirically, that enforcing demographic invariance can actually hamper bias mitigation and even create new biases.
Aditya Parikh, Eike Petersen, Stella Frank et al.
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