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...

وصف كامل

التفاصيل البيبلوغرافية
المؤلفون الرئيسيون: Wang, B, Kwiatkowska, M
التنسيق: Conference item
اللغة:English
منشور في: Journal of Machine Learning Research 2023