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Nicolas Alder

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#artificial intelligence Preprint Sep 2026

Direct Message Approximation (DMA): A Consistency-Based Framework for Tractable Approximate Inference on Factor Graphs

Direct Message Approximation (DMA), which approximates factor-to-variable messages directly rather than the marginal, is introduced and a master theorem (proper messages, any graph) bounding marginal KL from message KL is proved, with three structural corollaries.

Ralf Herbrich, Rainer Schlösser, Jan Lemcke et al. · 1 citation

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