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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…
cs.LG2021
Autoequivariant Network Search via Group Decomposition
Sourya Basu, Akshayaa Magesh, Harshit Yadav +1
Recent works show that group equivariance as an inductive bias improves neural network performance for both classification and generation. However, designing group-equivariant neur…