TDP-FKGC: Task-Guided Diffusion Prototype Network for Few Shot Knowledge Graph Completion

Recently, Few-shot Knowledge Graph Completion (FKGC) has emerged as a significant research area, yet it encounters challenges stemming from the complexity of multi-semantic relationships in few-shot scenarios. To address these challenges, we propose Task-guided Diffusion Prototype network for FKGC (...

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Autori principali:	Danyang Wang, Xuan Zhang, Zhi Jin, Chen Gao, Kunpeng Du, Ming Zheng, Tong Li
Natura:	Artigo
Lingua:	Inglês
Pubblicazione:	Tsinghua University Press 2026-06-01
Serie:	Big Data Mining and Analytics
Soggetti:	few-shot knowledge graph completion (fkgc) diffusion model prototype network task-guided prototype representations
Accesso online:	https://www.sciopen.com/article/10.26599/BDMA.2025.9020076
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