Fairness and Robustness in Invariant Learning: A Case Study in Toxicity Classification

Robert Adragna, Elliot Creager, David Madras +1

Robustness is of central importance in machine learning and has given rise to the fields of domain generalization and invariant learning, which are concerned with improving perform…