Gaussian Relational Graph Transformer

GelGT is a relational graph transformer that models relational databases as graphs to improve predictive performance. It combines structural sampling with semantic refinement and a Gaussian temporal bias mechanism to simultaneously handle structural fragmentation, semantic noise, and temporal dependencies. This approach achieved up to a 13.8% improvement in predictive accuracy.

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