References

• 2012Fairness through awareness3,501 cited
• 2016Equality of Opportunity in Supervised Learning2,535 cited
• 2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
• 2015Certifying and Removing Disparate Impact1,827 cited
• 2017Algorithmic Decision Making and the Cost of Fairness1,149 cited
• 2018Fairness definitions explained1,125 cited
• 2018The accuracy, fairness, and limits of predicting recidivism1,071 cited
• 2017Counterfactual Fairness995 cited
• 2018Fairness in Criminal Justice Risk Assessments: The State of the Art986 cited
• 2016Inherent Trade-Offs in the Fair Determination of Risk Scores942 cited
• 2019Improving Fairness in Machine Learning Systems776 cited
• 2019A comparative study of fairness-enhancing interventions in machine learning601 cited
• 2017Optimized Pre-Processing for Discrimination Prevention459 cited
• 2017Avoiding Discrimination through Causal Reasoning358 cited
• 2020A snapshot of the frontiers of fairness in machine learning355 cited
• 2016On the (im)possibility of fairness