Dynamic Knowledge Graph Completion

This page is to summarize important materials about dynamic (temporal) knowledge graph completion and dynamic graph embedding.

Bookmarks

• Temporal Knowledge Graph Completion
• Dynamic Graph Embedding
• Knowledge Graph Embedding
• Static Graph Embedding
• Survey
• Others
• Useful Libararies

Temporal Knowledge Graph Completion / Reasoning

• Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs
  • Woojeong Jin, Meng Qu, Xisen Jin, Xiang Ren. EMNLP 2020.
    • This work is on an extrapolation problem which is to make predictions at unobserved times, different from interpolation work.
    • Proposes a novel neural architecture for modeling complex entity interaction sequences, which consists of a recurrent event encoder and a neighborhood aggregator.
    • Explores various neighborhood aggregators: a multi-relational graph aggregator demonstrates its effectiveness among them.
    • Code and Data