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cs.LG2023
Learning Optimal Features via Partial Invariance
Moulik Choraria, Ibtihal Ferwana, Ankur Mani +1
Learning models that are robust to distribution shifts is a key concern in the context of their real-life applicability. Invariant Risk Minimization (IRM) is a popular framework th…
cs.LG2021
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…