A Convex Framework for Confounding Robust Inference

Kei Ishikawa, Niao He, Takafumi Kanamori

We study policy evaluation of offline contextual bandits subject to unobserved confounders. Sensitivity analysis methods are commonly used to estimate the policy value under the wo…