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Disentangled Fairness.pdf

1905.13662.pdf
Preview of Disentangled Fairness
🔗 Source: arxiv.org
📊 Size: 2.89 MB
📄 Pages: 17 pages
⬇️ Downloads: 148

Summary

Researchers investigate disentangled representations' usefulness for improving fairness in downstream prediction tasks, considering a setting where observations depend on a target variable and an unobserved sensitive variable. They analyze over 12,600 trained disentangled models and find that disentanglement scores are consistently correlated with increased fairness, suggesting disentanglement may encourage fairness when sensitive variables are not observed.

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Description

Researchers investigate disentangled representations' usefulness for improving fairness in downstream prediction tasks, considering a setting where...

Technical Information

  • File Format: PDF
  • File Size: 2.89 MB
  • Pages: 17
  • Language: EN
  • Total Downloads: 148
  • Last Updated: 4 weeks ago

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