Compositional probabilistic and causal inference using tractable circuit models

Probabilistic circuits (PCs) are a class of tractable probabilistic models, which admit efficient inference routines depending on their structural properties. In this paper, we introduce md-vtrees, a novel structural formulation of (marginal) determinism in structured decomposable PCs, which general...

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Príomhchruthaitheoirí: Wang, B, Kwiatkowska, M
Formáid: Conference item
Teanga:English
Foilsithe / Cruthaithe: Journal of Machine Learning Research 2023