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Towards Causal Benchmarking of Bias in Face Analysis Algorithms
14 references·9 citing·46 second hop
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References

  • 1872The expression of the emotions in man and animals.12,119 cited
  • 2004Are Emily and Greg More Employable Than Lakisha and Jamal? A Field Experiment on Labor Market Discrimination5,025 cited
  • 2018Gender Shades: Intersectional Accuracy Disparities in Commercial Gender Classification3,544 cited
  • 2001Gender identity: A multidimensional analysis with implications for psychosocial adjustment.896 cited
  • 2018The Measure and Mismeasure of Fairness778 cited
  • 2017Preventing Fairness Gerrymandering: Auditing and Learning for Subgroup Fairness446 cited
  • 2018Women Also Snowboard: Overcoming Bias in Captioning Models404 cited
  • 2003Regression methods for covariate adjustment and subgroup analysis for non‐censored cost‐effectiveness data363 cited
  • 2020Demographic Bias in Biometrics: A Survey on an Emerging Challenge263 cited
  • 2019REPAIR: Removing Representation Bias by Dataset Resampling228 cited
  • 2019Turning a Blind Eye: Explicit Removal of Biases and Variation from Deep Neural Network Embeddings225 cited
  • 2019An Empirical Study of Rich Subgroup Fairness for Machine Learning197 cited
  • 2019Discrimination In The Age Of Algorithms105 cited
  • 1987Disparate Impact under Title VII: An Objective Theory of Discrimination41 cited

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Cited by

  • 2021Discover the Unknown Biased Attribute of an Image Classifier33 cited
  • 2022Discover and Mitigate Unknown Biases with Debiasing Alternate Networks33 cited
  • 2023Beyond Skin Tone: A Multidimensional Measure of Apparent Skin Color26 cited
  • 2023Gender Artifacts in Visual Datasets24 cited
  • 2023Equal accuracy for Andrew and Abubakar—detecting and mitigating bias in name-ethnicity classification algorithms19 cited
  • 2021Causal Learning for Socially Responsible AI15 cited
  • 2024TIBET: Identifying and Evaluating Biases in Text-to-Image Generative Models13 cited
  • 2022Detecting racial inequalities in criminal justice: towards an equitable deep learning approach for generating and interpreting racial categories using mugshots13 cited
  • 2021UDIS: Unsupervised Discovery of Bias in Deep Visual Recognition Models12 cited