Appendix AProofs

The proof follows from the following equality and the fact that Zγ is independent of q(z). All experiments are run on Nvidia GPUs. The exact softwares can be found in the supplemental code. The'letter' split of the EMNIST dataset was used as the auxiliary dataset. The images are resized to are 32x32.