Unobserved Confounding

AKA: Sensitivity Analysis

(Veitch and Zaveri 2020)

A causal framework for distribution generalization(A? causal framework for distribution generalization)

Invariant Risk Minimization(Arjovsky et al. 2020)

References

Arjovsky, Martin, Léon Bottou, Ishaan Gulrajani, and David Lopez-Paz. 2020. “Invariant Risk Minimization.” arXiv. https://doi.org/10.48550/arXiv.1907.02893.

Veitch, Victor, and Anisha Zaveri. 2020. “Sense and Sensitivity Analysis: Simple Post-Hoc Analysis of Bias Due to Unobserved Confounding.” arXiv. https://doi.org/10.48550/arXiv.2003.01747.