Inference on Optimal Policy Values and Other Irregular Functionals via Softmax Smoothing

Justin Whitehouse, Qizhao Chen, Morgane Austern +1

Constructing confidence intervals for the value of an (unknown) optimal treatment policy is a fundamental problem in causal inference. Insight into the optimal policy value can gui…