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Fairness Through Robustness

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References

2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
2012Fairness through awareness3,501 cited
2014Big Data's Disparate Impact3,046 cited
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2017Fair Prediction with Disparate Impact: A Study of Bias in Recidivism Prediction Instruments2,157 cited
2015Certifying and Removing Disparate Impact1,827 cited
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2010Consumer credit-risk models via machine-learning algorithms861 cited
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2017Fairness in Machine Learning: Lessons from Political Philosophy500 cited
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2025Scaling of End-To-End Governance Risk Assessments for AI Systems (Practitioner Track)390 cited
2017Avoiding Discrimination through Causal Reasoning358 cited
2018Equity of Attention

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337 cited

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2022German AI Start-Ups and “AI Ethics”: Using A Social Practice Lens for Assessing and Implementing Socio-Technical Innovation38 cited
2021The Authors Matter: Understanding and Mitigating Implicit Bias in Deep Text Classification27 cited
2023Toward Operationalizing Pipeline-aware ML Fairness: A Research Agenda for Developing Practical Guidelines and Tools19 cited