Dynamic subgraph pruning and causal-aware knowledge distillation for temporal knowledge graphs

Abstract Temporal Knowledge Graph (TKG) reasoning has attracted attention for its ability to capture temporal evolution patterns and improve computational efficiency. However, existing methods still encounter challenges in entity and relation prediction tasks. To overcome these, we introduce DynTKG,...

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Bibliographic Details
Main Authors: Qian Liu, Siling Feng, Mengxing Huang
Format: Article
Language:English
Published: Springer 2025-07-01
Series:Journal of King Saud University: Computer and Information Sciences
Subjects:
Online Access:https://doi.org/10.1007/s44443-025-00105-3
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