2 papers
stat.ML2026
Flexible Doubly Robust Proximal Causal Inference for Censored Outcomes
Dhanajit Brahma, Ruolin Meng, Lawrence Carin +1
Estimating causal effects on right-censored time-to-event outcomes is challenging under unmeasured confounding. Proximal causal inference addresses unmeasured confounding through p…
stat.ML2025
Coupling Generative Modeling and an Autoencoder with the Causal Bridge
Ruolin Meng, Ming-Yu Chung, Dhanajit Brahma +2
We consider inferring the causal effect of a treatment (intervention) on an outcome of interest in situations where there is potentially an unobserved confounder influencing both t…