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stat.ML2026

Decomposition for Bayesian Networks: Local and Parallel Inference

Pei Heng, Xinyi Hu, Yi Sun

Probabilistic inference in high-dimensional Bayesian networks is difficult because exact manipulation of the joint distribution scales exponentially with network size. We propose a…