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Simple Propagation with Arc-Reversal in Bayesian Networks.

, , , and . PGM, volume 72 of Proceedings of Machine Learning Research, page 260-271. PMLR, (2018)

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Relevant Path Separation: A Faster Method for Testing Independencies in Bayesian Networks., , and . Probabilistic Graphical Models, volume 52 of JMLR Workshop and Conference Proceedings, page 74-85. JMLR.org, (2016)On Converting Sum-Product Networks into Bayesian Networks., , and . Canadian AI, volume 10233 of Lecture Notes in Computer Science, page 329-334. (2017)Resolving Inconsistencies of Scope Interpretations in Sum-Product Networks., , and . Canadian AI, volume 10233 of Lecture Notes in Computer Science, page 305-315. (2017)An empirical study of Bayesian network inference with simple propagation., , , and . Int. J. Approx. Reason., (2018)On the Tree Structure of Deep Convolutional Sum-Product Networks., , , and . FLAIRS, page 500-503. AAAI Press, (2019)On Tree Structures Used by Simple Propagation., , , and . Canadian AI, volume 9673 of Lecture Notes in Computer Science, page 207-212. Springer, (2016)Exploiting Symmetry of Independence in d-Separation., , , and . Canadian AI, volume 11489 of Lecture Notes in Computer Science, page 42-54. Springer, (2019)An Empirical Study of Methods for SPN Learning and Inference., , , , , and . PGM, volume 72 of Proceedings of Machine Learning Research, page 49-60. PMLR, (2018)Upward Pass Semantics in Arithmetic Circuit Inference., , , , and . Canadian AI, Canadian Artificial Intelligence Association, (2023)Deep Convolutional Sum-Product Networks., , , and . AAAI, page 3248-3255. AAAI Press, (2019)