Modeling Time Decay Effect in Temporal Knowledge Graphs via Multivariate Hawkes Process

• Published in: Proceedings of ... International Joint Conference on Neural Networks pp. 1 - 8
• Main Authors: Li, Qianyu, Chen, Jiebin, Tang, Xiaoli, Yu, Han, Song, Hengjie
• Format: Conference Proceeding
• Language: English
• Published: IEEE 30.06.2024
• Subjects: Attention mechanism; Attention mechanisms; Benchmark testing; Bridges; Graph embedding; Hawkes process; Knowledge engineering; Knowledge graph; Knowledge graphs; Merging; Neural networks

Knowledge Graph Embedding (KGE) is attracting growing research interest because it offers great flexibility for the manipulation and application of Knowledge Graphs (KGs). However, most existing works focus on static KGE, while temporal KGE is still in its infancy. Recent temporal KGE methods attemp...