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pairwise ranking

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DataFunSummit
DataFunSummit
Jul 30, 2022 · Artificial Intelligence

Graph Link Prediction Techniques, Self‑Developed GNN Models, and Applications in Risk Control

This article reviews graph link prediction problems, categorizes existing methods from heuristics to GNN‑based approaches, introduces several self‑designed neighborhood attention networks and adversarial negative‑sampling strategies, discusses pairwise ranking objectives, reports OGB competition results, and explores practical risk‑control applications.

AIGraph Neural Networksgraph link prediction
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Graph Link Prediction Techniques, Self‑Developed GNN Models, and Applications in Risk Control