References

• 2012Fairness through awareness3,501 cited
• 2014Big Data's Disparate Impact3,046 cited
• 2016Equality of Opportunity in Supervised Learning2,535 cited
• 2012The filter bubble: how the new personalized Web is changing what we read and how we think1,317 cited
• 2013Learning Fair Representations1,126 cited
• 2017Counterfactual Fairness995 cited
• 2015Fairness Constraints: Mechanisms for Fair Classification644 cited
• 2017Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness403 cited
• 2018Learning Adversarially Fair and Transferable Representations387 cited
• 2019An Empirical Study of Rich Subgroup Fairness for Machine Learning197 cited
• 2016A Confidence-Based Approach for Balancing Fairness and Accuracy163 cited
• 2019Fairwalk: Towards Fair Graph Embedding163 cited
• 2017From Parity to Preference-based Notions of Fairness in Classification121 cited
• 2020Bursting the Filter Bubble: Fairness-Aware Network Link Prediction82 cited
• 2018Obtaining fairness using optimal transport theory76 cited
• 2019Wasserstein Fair Classification