cs.LG, econ.EM, stat.ME

Regularizing Extrapolation in Causal Inference

arXiv:2509.17180v3 Announce Type: replace
Abstract: Many common estimators in machine learning and causal inference are linear smoothers, where the prediction is a weighted average of the training outcomes. Some estimators, such as ordinary least squa…