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Uncovering and Mitigating Algorithmic Bias through Learned Latent Structure

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References

2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,509 cited
2017Semantics derived automatically from language corpora contain human-like biases2,845 cited
2016Equality of Opportunity in Supervised Learning2,535 cited
2016Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings1,615 cited
2013Learning Fair Representations1,126 cited
2010Consumer credit-risk models via machine-learning algorithms861 cited
2017Optimized Pre-Processing for Discrimination Prevention459 cited
2017Avoiding Discrimination through Causal Reasoning358 cited
2018Bias detectives: the researchers striving to make algorithms fair205 cited

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