An approximate version of the Advanced Colour Passing algorithm (ε-ACP) groups factors whose potentials are nearly equal, with a proven but often loose bound on how much query answers change.
Exploiting Symmetries for Scaling Loopy Belief Propagation and Relational Training
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Approximate Lifted Model Construction
An approximate version of the Advanced Colour Passing algorithm (ε-ACP) groups factors whose potentials are nearly equal, with a proven but often loose bound on how much query answers change.