Fig. 1: Schematic representation of BAVARIA.

A variational auto-encoder utilizing a negative multinomial reconstruction loss and a batch-adversarial training strategy for data integration (BAVARIA). Latent features of the encoder network module serve as low-dimensional representation of the high-dimensional original accessibility profile.