This model represents a reasoning process that works through iterative guidance by temporal logical rules.

Dec 15, 2021 · We address the task of link forecasting on temporal knowledge graphs and introduce TLogic, an explainable framework that is based on temporal logical rules.

[3] (TLmod) Bai, L., Yu, W., Chai, D., Zhao, W., & Chen, M. (2023). Temporal knowledge graphs reasoning with iterative guidance by temporal logical rules.

The proposed framework provides both the interpretability of logic rule-based methods and the scalability of embedding-based methods.

Temporal knowledge graph reasoning with iterative guidance by temporal logical rules (Information Sciences 2023) [paper]; TFLEX:TemporalFeature-Logic ...

Missing: iterative guidance

Aug 1, 2023 · At present, researchers have proposed many methods to reason facts that do not exist in temporal knowledge graph using the existing information.

Temporal knowledge graphs reasoning with iterative guidance by temporal log- ical rules. Information Sciences, 621:22–35, 2023. [Barros et al., 2021] ...

Missing: guidance | Show results with:guidance

Through this iterative procedure, knowledge embodied in logic rules may be better transferred into the learned embeddings. We evaluate RUGE in link prediction ...