Although the standard OPE and OPL methods assume the same distribution of covariate between the historical and evaluation data, a covariate shift often exists in real-world applications, i.e., the distribution of the covariate of the historical data is different from that of the evaluationdata.

Let (t) betheparametersofmodel(4) trained by Gradient Descent(2)withquadraticloss.