References

• 2001Birds of a Feather: Homophily in Social Networks18,551 cited
• 2021A Survey on Bias and Fairness in Machine Learning5,798 cited
• 2012Fairness through awareness3,501 cited
• 2016Equality of Opportunity in Supervised Learning2,535 cited
• 2017Counterfactual Fairness995 cited
• 2008The comparisons of data mining techniques for the predictive accuracy of probability of default of credit card clients881 cited
• 2019Algorithmic Bias? An Empirical Study of Apparent Gender-Based Discrimination in the Display of STEM Career Ads854 cited
• 2019Mitigating Gender Bias in Natural Language Processing: Literature Review491 cited
• 2021Say No to the Discrimination: Learning Fair Graph Neural Networks with Limited Sensitive Attribute Information247 cited
• 2018The Frontiers of Fairness in Machine Learning233 cited
• 2019Fairwalk: Towards Fair Graph Embedding163 cited
• 2023Fairness in Graph Mining: A Survey138 cited
• 2022EDITS: Modeling and Mitigating Data Bias for Graph Neural Networks125 cited
• 2022Improving Fairness in Graph Neural Networks via Mitigating Sensitive Attribute Leakage95 cited
• 2021A Survey of Race, Racism, and Anti-Racism in NLP81 cited