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Awesome-TKGC

Awesome License: MIT

A collection of papers and resources about temporal knowledge graph completion (TKGC).

<img src="Figures/Figures.png" width = "1000" />

Overview

In this repository, we collect recent literature on TKGC. We present a comprehensive overview that summarizes two general frameworks: 1) Interpolation, 2) Extrapolation.

<img src="Figures/Framework.png" width = "800" />

Table of Contents

Related Surveys

Interpolation

Timestamps Dependent-based TKGC Methods

Specific Functions-based TKGC Methods

Deep Learning-based TKGC Methods

Extrapolation

Rule-based TKGC Methods

Graph Neural Network-based TKGC Methods

Meta Learning-based TKGC Methods

Reinforcement Learning-based TKGC Methods

Applications

Recommendation Systems

Question Answering

Medical and Risk Analysis Systems

Others