/dynamic-KG

Dynamic (Temporal) Knowledge Graph Completion (Reasoning)

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 / 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

Dynamic Graph Embedding

Knowledge Graph Embedding

Static Graph Embedding

Other Survey Papers

Others

Useful Libararies