2022
Optimising Equal Opportunity Fairness in Model Training
NAACL 2022long
Real-world datasets often encode stereotypes and societal biases. Such biases can be implicitly captured by trained models, leading to biased predictions and exacerbating existing societal preconceptions. Existing debiasing methods, such as adversarial training and removing protected information fro…