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SURGE

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Kuaishou Tech
Kuaishou Tech
Jul 7, 2021 · Artificial Intelligence

SURGE: A Graph Neural Network Based Sequential Recommendation Framework

The SURGE framework leverages graph neural networks to construct and pool interest graphs from user interaction sequences, achieving stable and fast convergence, robust long‑sequence modeling, and significant performance gains over existing sequential recommendation methods on e‑commerce and short‑video datasets.

Graph Neural NetworksLong SequencesSURGE
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SURGE: A Graph Neural Network Based Sequential Recommendation Framework