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Linearized and Single-Pass Belief Propagation

Summary: LinBP: linearized Belief Propagation with a closed-form solution via matrix equations and guaranteed convergence; supports multiclass, homophily/heterophily in SQL. SBP: myopic, edge-once propagation for fast incremental updates with near-BP accuracy. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11169
Venue
VLDB
Year
2015
Pagerank
5.2415551e-05
Overall Rank
6,015 | 58.16%
DOI
-

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