Sierra Wyllie

Washing The Unwashable : On The (Im)possibility of Fairwashing Detection

The use of black-box models (e.g., deep neural networks) in high-stakes decision-making systems, whose internal logic is complex, raises the need for providing explanations about their decisions. Model explanation techniques mitigate this problem by generating an interpretable and high-fidelity surr…