Shows improved knowledge graph completion in few-shot scenarios, indicating enhanced model performance.
• Dynamic relation-aware neighbor aggregation for context enrichment. • Diffusion-generated hard negatives for boundary sharpening. • Demonstrates strong competitiveness and generalization on benchmark datasets under extreme sparsity.
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Dong et al. (2026) studied this question.
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