Pulling Up by the Causal Bootstraps: Causal Data Augmentation for Pre-training Debiasing

1 code implementation • 27 Aug 2021 • Sindhu C. M. Gowda, Shalmali Joshi, Haoran Zhang, Marzyeh Ghassemi

This systematic investigation underlines the importance of accounting for the underlying data-generating mechanisms and fortifying data-preprocessing pipelines with a causal framework to develop methods robust to confounding biases.

Benchmarking Data Augmentation +1