11

Published as a conference paper at ICLR 2022

Hoifung Poon and Pedro Domingos. Sum-product networks: A new deep architecture. In 2011 IEEE
International Conference on Computer Vision Workshops (ICCV Workshops), pp. 689–690. IEEE,
2011.

Marc’Aurelio Ranzato, Y-Lan Boureau, Sumit Chopra, and Yann LeCun. A uniﬁed energy-based
framework for unsupervised learning. In Artiﬁcial Intelligence and Statistics, pp. 371–379. PMLR,
2007.

Jorma J Rissanen. Generalized kraft inequality and arithmetic coding. IBM Journal of research and

development, 20(3):198–203, 1976.

Amirmohammad Rooshenas and Daniel Lowd. Learning sum-product networks with direct and
indirect variable interactions. In International Conference on Machine Learning, pp. 710–718.
PMLR, 2014.
LOSSLESS COMPRESSION WITH PROBABILISTIC CIRCUITS