Confounding in Causality

Recently, I started reading papers about the confounding problem in causal inference. In general, it is impossible to get over the influence of confounding if only a treatment and an outcome are available. However, that is the beauty of research. And let’s how far we can go and where the state-of-art research is now.

I will start with two papers: 

1. “On Multi-Cause Causal Inference with Unobserved Confounding: Counterexamples, Impossibility, and Alternatives”
2. “Causal regularization”