level compression algorithm of IDF and replace the parts of en- or decoding latent variables zi with
the proposed PC (de)compressor. Improving the compression performance of these hybrid models is
left for future work. Note that Thm. 1 only applies to the PC component, and the compression time
still depends linearly on the size of the neural network.
LOSSLESS COMPRESSION WITH PROBABILISTIC CIRCUITS