2 papers
cs.AI2024
Efficient Detection of Commutative Factors in Factor Graphs
Malte Luttermann, Johann Machemer, Marcel Gehrke
Lifted probabilistic inference exploits symmetries in probabilistic graphical models to allow for tractable probabilistic inference with respect to domain sizes. To exploit symmetr…
cs.AI2024
Efficient Detection of Exchangeable Factors in Factor Graphs
Malte Luttermann, Johann Machemer, Marcel Gehrke
To allow for tractable probabilistic inference with respect to domain sizes, lifted probabilistic inference exploits symmetries in probabilistic graphical models. However, checking…