Jarek Duda. Asymmetric numeral systems: entropy coding combining speed of huffman coding with

compression rate of arithmetic coding. arXiv preprint arXiv:1311.2540, 2013.

Robert Gens and Pedro Domingos. Learning the structure of sum-product networks. In International

conference on machine learning, pp. 873–880. PMLR, 2013.

Ian Goodfellow, Jean Pouget-Abadie, Mehdi Mirza, Bing Xu, David Warde-Farley, Sherjil Ozair,
Aaron Courville, and Yoshua Bengio. Generative adversarial nets. Advances in neural information
processing systems, 27, 2014.

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Published as a conference paper at ICLR 2022

Geoffrey E Hinton and Drew Van Camp. Keeping the neural networks simple by minimizing the
description length of the weights. In Proceedings of the sixth annual conference on Computational
learning theory, pp. 5–13, 1993.
LOSSLESS COMPRESSION WITH PROBABILISTIC CIRCUITS