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20092026
most citedLoopy Belief Propagation for Approximate Inference: An Empirical Study

1.5k citations · 2.2k across the 24 of their papers we have counts for

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cs.DS2012★ 249 cited

Tightening LP Relaxations for MAP using Message Passing

David Sontag, Talya Meltzer, Amir Globerson +2

Linear Programming (LP) relaxations have become powerful tools for finding the most probable (MAP) configuration in graphical models. These relaxations can be solved efficiently us…