Translation Tutorial - Causal Fairness Analysis

Translation Tutorial - Causal Fairness Analysis

ACM FAccT Conference via YouTube Direct link

Outline

4 of 12

4 of 12

Outline

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Translation Tutorial - Causal Fairness Analysis

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  1. 1 Introduction
  2. 2 Challenges AI faces
  3. 3 Why causality matters
  4. 4 Outline
  5. 5 Structural causal model
  6. 6 Causal diagram
  7. 7 Example
  8. 8 Structural model
  9. 9 Questions
  10. 10 Demographic disparities
  11. 11 Potential response
  12. 12 Thought experiment

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