Before revision:  Towards addressing this, we consider an existing noise model in which there is probabilistic information about the protected attributes (e.g., [ 19, 32, 56, 44 ]), and ask is fair selection is possible under noisy conditions?
After revision:  Towards addressing this, we consider an existing noise model in which there is probabilistic information about the protected attributes (e.g., [ 19, 32, 56, 44 ]), and ask is fair selection possible under noisy conditions?