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research-article
July 2024
An Inductive Reasoning Model based on Interpretable Logical Rules over temporal knowledge graph
Neural Networks (NENE), Volume 174, Issue Chttps://doi.org/10.1016/j.neunet.2024.106219
Abstract
Extrapolating future events based on historical information in temporal knowledge graphs (TKGs) holds significant research value and practical applications. In this field, the methods currently utilized can be classified as either embedding-based ...
Highlights

Proposed a hybrid rule-based and embedding-based method for inductive reasoning.
Integrated logical rules inherent in relations with interaction preferences.
Demonstrated zero-shot transferability of the proposed method on related ...
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research-article
April 2023
Temporal knowledge graphs reasoning with iterative guidance by temporal logical rules
Information Sciences: an International Journal (ISCI), Volume 621, Issue CPages 22–35https://doi.org/10.1016/j.ins.2022.11.096
Abstract
Reasoning is essential for the development of large temporal knowledge graphs, which aim to infer new facts based on existing ones. Recent temporal knowledge graph reasoning methods mainly embed timestamps into low-dimensional spaces. ...
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