Summary We aim to make inferences about a smooth, finite-dimensional parameter by fusing together data from multiple sources. Previous works have studied the estimation of variety parameters in similar fusion settings, including average treatment effect and reward under policy, with majority them merging one historical source covariates, actions rewards, same covariates. In this article, we con...