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inference complexity

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graphical model (3) bayesian network (3) complexity analysis (3) probabilistic graphical model (2) probabilistic inference (2) structured prediction (2) probabilistic modeling (2) combinatorial optimization (2) probabilistic logic program (1) chain graph (1)

Papers

Deformable Butterfly: A Highly Structured and Sparse Linear Transform NeurIPS 2021 Learning Tractable Multidimensional Bayesian Network Classifiers PGM 2016 Probabilistic Graphical Models Specified by Probabilistic Logic Programs: Semantics and Complexity PGM 2016 The Effect of Combination Functions on the Complexity of Relational Bayesian Networks PGM 2016 How Hard is Inference for Structured Prediction? ICML 2015 First-order Decomposition Trees NeurIPS 2013 Structured Prediction Cascades AISTATS 2010