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Elisabeth Ailer

2 accepted papers

2023

Sequential Underspecified Instrument Selection for Cause-Effect Estimation

ICML 2023oral

Instrumental variable (IV) methods are used to estimate causal effects in settings with unobserved confounding, where we cannot directly experiment on the treatment variable. Instruments are variables which only affect the outcome indirectly via the treatment variable(s). Most IV applications focus…