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20242026
most citedApproximating Probabilistic Inference in Statistical EL with Knowledge Graph Embeddings

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stat.ML2025

Certainty in Uncertainty: Reasoning over Uncertain Knowledge Graphs with Statistical Guarantees

Yuqicheng Zhu, Jingcheng Wu, Yizhen Wang +4

Uncertain knowledge graph embedding (UnKGE) methods learn vector representations that capture both structural and uncertainty information to predict scores of unseen triples. Howev…