Balancing Fairness and Robustness via Partial Invariance

Moulik Choraria, Ibtihal Ferwana, Ankur Mani +1

The Invariant Risk Minimization (IRM) framework aims to learn invariant features from a set of environments for solving the out-of-distribution (OOD) generalization problem. The un…