Divyansh Kaushik

Learning The Difference That Makes A Difference With Counterfactually-Augmented Data

2020 · International Conference on Learning Representations

Despite alarm over the reliance of machine learning systems on so-called spurious patterns in training data, the term lacks coherent meaning in standard statistical frameworks. However, the language of causality offers clarity: spurious associations are …