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live talk
Workshop: Algorithmic Fairness through the lens of Causality and Robustness

Invited Talk: Path-specific effects and ML fairness

Silvia Chiappa


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.