Xinshu Li

Distribution-Conditioned Adversarial Variational Autoencoder for Valid Instrumental Variable Generation

Instrumental variables (IVs), widely applied in economics and healthcare, enable consistent counterfactual prediction in the presence of hidden confounding factors, effectively addressing endogeneity issues. The prevailing IV-based counterfactual prediction methods typically rely on the availability…