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Temporal Knowledge Graph Completion

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LE, Nhut-Nam edited this page Apr 13, 2023 · 1 revision

Temporal Knowledge Graph Completion

  • Timestamp-included Tensor Decomposition: Canonical Polyadic Decomposition; Tucker Decomposition
  • Timestamp-based Transformation: Synthetic Time-dependent Relation; Linear Transformation
  • Dynamic Embedding: Representations as Functions of Timestamp; Representations as Hidden States of RNN
  • Learning from Knowledge Graph Snapshots: Markov Process Models; Autoregressive Models
  • Reasoning with Historical Context: Attention-based Relevance; Heuristic-based Relevance
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