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Fair Mixup: Fairness via Interpolation

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References

2012Fairness through awareness3,501 cited
2016Equality of Opportunity in Supervised Learning2,535 cited
2018Mitigating Unwanted Biases with Adversarial Learning1,387 cited
2013Learning Fair Representations1,126 cited
2018Fairness in Criminal Justice Risk Assessments: The State of the Art986 cited
2015Fairness Constraints: Mechanisms for Fair Classification644 cited
2018Learning Adversarially Fair and Transferable Representations387 cited

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2022Why Knowledge Distillation Amplifies Gender Bias and How to Mitigate from the Perspective of DistilBERT17 cited
2024Auditing and Generating Synthetic Data with Controllable Trust Trade-offs15 cited

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2024

MultiFair: Model Fairness With Multiple Sensitive Attributes

13 cited