cs.LG, stat.ME, stat.ML

Causal Effect Estimation with Learned Instrument Representations

arXiv:2602.10370v2 Announce Type: replace
Abstract: Instrumental variable (IV) methods mitigate bias from unobserved confounding in observational causal inference but rely on the availability of a valid instrument, which can often be difficult or infe…