framework for tractable probabilistic models. 2020.

[2] Meihua Dang, Pasha Khosravi, Yitao Liang, Antonio Vergari, and Guy Van den Broeck. Juice:
A julia package for logic and probabilistic circuits. In Proceedings of the 35th AAAI Conference
on Artiﬁcial Intelligence (Demo Track), 2021.

[3] Adnan Darwiche. A differential approach to inference in bayesian networks. Journal of the

ACM (JACM), 50(3):280–305, 2003.

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

[5] Doga Kisa, Guy Van den Broeck, Arthur Choi, and Adnan Darwiche. Probabilistic sentential
In Proceedings of the 14th international conference on principles of

decision diagrams.
knowledge representation and reasoning (KR), pages 1–10, 2014.
Tractable Regularization of Probabilistic Circuits