Learning Counterfactually Invariant Predictors

Francesco Quinzan, Cecilia Casolo, Krikamol Muandet +2

Notions of counterfactual invariance (CI) have proven essential for predictors that are fair, robust, and generalizable in the real world. We propose graphical criteria that yield…