live talk
in
Workshop: Algorithmic Fairness through the lens of Causality and Robustness
Invited Talk: Path-specific effects and ML fairness
Silvia Chiappa
Abstract:
Arguably, the consideration of causal effects along subsets of causal paths is required for understanding and addressing unfairness in most real-world scenarios. In this talk I will share some of my thoughts on this goal and on the challenges to achieve it.