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Counterfactual Fairness: Unidentification, Bound and Algorithm

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References

2017Counterfactual Fairness995 cited
2017Avoiding Discrimination through Causal Reasoning358 cited
2019Path-Specific Counterfactual Fairness246 cited
2018Fairness in Decision-Making — The Causal Explanation Formula202 cited
2017A Causal Framework for Discovering and Removing Direct and Indirect Discrimination158 cited

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2021Counterfactual Fairness with Disentangled Causal Effect Variational Autoencoder43 cited
2022A review of causality-based fairness machine learning24 cited
2020Fairness through Equality of Effort23 cited
2022Optimising Equal Opportunity Fairness in Model Training19 cited
2020Artificial mental phenomena19 cited
2022Standardizing Machine Learning Manuscript Reporting in Otolaryngology‐Head & Neck Surgery10 cited

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