4University of Cambridge; 1LMU Munich, 2Munich Center for Machine Learning; 4University of Cambridge, 5Alan Turing Institute; 3UCLA
Dennis Frauen, Fergus Imrie, Alicia Curth, Valentyn Melnychuk, Stefan Feuerriegel, Mihaela van der Schaar
Causal machine learning;treatment effect estimation;sensitivity analysis;unobserved confounding;uncertainty estimation
A Neural Framework for Generalized Causal Sensitivity Analysis