To increase the modeling ability of (1), we may resort to more complex likelihood p θ (D|z), such as using deep neural networks to relate the latent z to the observation x i , instead of the simple softmax function in (2).
hashing is promising for large-scale information retrieval tasks thanks to the efficiency of distance evaluation between binary codes.