Dennis Frauen

Naive neural operator estimates of solution functional quantities can be significantly biased, but this paper provides a surprisingly simple debiasing technique to fix it.

Unstable estimates in long-term treatment effect prediction? These orthogonal learners use custom overlap weights to improve robustness in low-overlap settings common in long-term outcomes.

Turn your favorite causal machine learning estimator into a fully Bayesian one with calibrated uncertainty, without needing to specify complex likelihood models.