AINeutralarXiv – CS AI · 3h ago5/10
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Domain size asymptotics for Markov logic networks
Researchers analyze how Markov logic networks (MLNs) behave as domain size increases, demonstrating that probability distributions determined by MLNs diverge significantly from uniform distributions. The work provides asymptotic characterization for single-relation languages and proves fundamental differences exist between MLNs and lifted Bayesian networks in their distributional properties.