Learning Infomax and Domain-Independent Representations for Causal Effect Inference with Real-World Data

Zhixuan Chu, Stephen Rathbun, Sheng Li

The foremost challenge to causal inference with real-world data is to handle the imbalance in the covariates with respect to different treatment options, caused by treatment select…