An encoder-decoder GNN over a factor-graph view of RDF KGs estimates BGP cardinalities on entirely unseen graphs without retraining, cutting median q-error roughly in half versus the best baseline.
In: Gottlob, G., Vardi, M.Y
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Fully Inductive Cardinality Estimation
An encoder-decoder GNN over a factor-graph view of RDF KGs estimates BGP cardinalities on entirely unseen graphs without retraining, cutting median q-error roughly in half versus the best baseline.