A Compositional Atlas of Tractable Circuit Operations for Probabilistic Inference.
Antonio VergariYooJung ChoiAnji LiuStefano TesoGuy Van den BroeckPublished in: NeurIPS (2021)
Keyphrases
- probabilistic inference
- graphical models
- conditional probabilities
- bayesian networks
- weighted model counting
- probabilistic reasoning
- efficient inference
- message passing
- bayesian belief networks
- context specific independence
- belief networks
- approximate inference
- influence diagrams
- np complete
- probabilistic model
- variable elimination
- exact inference
- belief propagation
- probability distribution
- elimination algorithm
- computational complexity
- random variables
- distributed systems
- higher order
- small number
- np hard