Alimama Tech
Oct 12, 2022 · Artificial Intelligence
Decoupled Graph Neural Networks for Large-Scale E-commerce Retrieval
Decoupled Graph Neural Networks (DC‑GNN) improve large‑scale e-commerce ad recall by separating graph processing from CTR prediction, using multi‑task pretraining (edge prediction + contrastive learning), efficient deep linear aggregation, and a dual‑tower CTR model, achieving higher efficiency and performance on billions‑scale data.
CTR predictionDecoupled ArchitectureGraph Neural Networks
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