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Awesome-TKGC

Awesome License: MIT

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

Overview

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

Table of Contents

Related Surveys

  • Temporal knowledge graph completion: a survey (Arxiv, 2022) [paper]
  • A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal (Arxiv, 2022) [paper]
  • Unifying large language models and knowledge graphs: A roadmap (Arxiv, 2023) [paper]

Interpolation

Timestamps Dependent-based TKGC Methods

  • Deriving validity time in knowledge graph (WWW 2018) [paper]
  • TKGFrame: A Two-Phase Framework for Temporal-Aware Knowledge Graph Completion (APWeb-WAIM 2020) [paper]
  • Tensor decomposition-based temporal knowledge graph embedding (ICTAI 2020) [paper]
  • Specific Time Embedding for Temporal Knowledge Graph Completion (ICCI* CC 2020) [paper]
  • Hyperbolic Temporal Knowledge Graph Embeddings with Relational and Time Curvatures (ACL 2021) [paper] [code]
  • Leveraging semantic property for temporal knowledge graph completion (APIN 2022) [paper]
  • Tucker decomposition-based temporal knowledge graph completion (KBS 2022) [paper]
  • TBDRI: block decomposition based on relational interaction for temporal knowledge graph completion (APIN 2023) [paper]

Specific Functions-based TKGC Methods

  • Towards Time-Aware Knowledge Graph Completion (COLING 2016) [paper] [code]
  • Diachronic Embedding for Temporal Knowledge Graph Completion (AAAI 2020) [paper] [code]
  • DyERNIE: Dynamic Evolution of Riemannian Manifold Embeddings for Temporal Knowledge Graph Completion (EMNLP 2020) [paper] [code]
  • Temporal knowledge graph completion based on time series Gaussian embedding (ISWC 2020) [paper] [code]
  • TeRo: A Time-aware Knowledge Graph Embedding via Temporal Rotation (COLING 2020) [paper]
  • Tensor decompositions for temporal knowledge base completion (ICLR 2020) [paper] [code]
  • A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion (Arxiv 2021) [paper] [code]
  • Leveraging Static Models for Link Prediction in Temporal Knowledge Graphs (ICTAI 2021) [paper] [code]
  • Temporal Knowledge Graph Completion using a Linear Temporal Regularizer and Multivector Embeddings (NAACL 2021) [paper] [code]
  • ChronoR: Rotation Based Temporal Knowledge Graph Embedding (AAAI 2021) [paper]
  • Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding (ICCL 2022) [paper]
  • Dynamic Embedding Graph Attention Networks for Temporal Knowledge Graph Completion (ICKSEM 2022) [paper]
  • Hierarchy-Aware Temporal Knowledge Graph Embedding (ICKG 2022) [paper]
  • STKE: Temporal Knowledge GraphEmbedding in the Spherical Coordinate System (ICAIS 2022) [paper]
  • RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion (ACL 2022) [paper]
  • Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion (CIKM 2022) [paper] [code]
  • Geometric Algebra based Embeddings for Static and Temporal Knowledge Graph Completion (TKDE 2022) [paper]
  • Dihedron Algebraic Embeddings for Spatio-Temporal Knowledge GraphCompletion (ESWC 2022) [paper] [code]
  • Ultrahyperbolic knowledge graph embeddings (KDD 2022) [paper]
  • Shrinking embeddings for hyper-relational knowledge graphs (ACL 2023) [paper]
  • Temporal knowledge graph embedding via sparse transfer matrix (IS 2023) [paper] [code]
  • BiQCap: A Biquaternion and Capsule Network-Based Embedding Model for Temporal Knowledge Graph Completion (DASFAA 2023) [paper]
  • Improving temporal knowledge graph embedding using tensor factorization (APIN 2023) [paper]

Deep Learning-based TKGC Methods

  • Marrying uncertainty and time in knowledge graphs (AAAI 2017) [paper]
  • Learning Sequence Encoders for Temporal Knowledge Graph Completion (EMNLP 2018) [paper] [code]
  • HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding (EMNLP 2018) [paper] [code]
  • A Novel Time Constraint-Based Approach for Knowledge Graph Conflict Resolution (AS 2019) [paper]
  • Towards Temporal Knowledge Graph Embeddings with Arbitrary Time Precision (CIKM 2020) [paper] [code]
  • Timespan-Aware Dynamic Knowledge Graph Embedding by Incorporating Temporal Evolution (IEEE Access 2020) [paper] [code]
  • Learning BiLSTM-based Embeddings for Relation Prediction in Temporal Knowledge Graph (JPCS 2021) [paper]
  • A Temporal Knowledge Graph Completion Method Based on Balanced Timestamp Distribution (Arxiv 2021) [paper]
  • Temporal knowledge graph completion using box embeddings (AAAI 2022) [paper] [code]
  • TRHyTE: Temporal Knowledge Graph Embedding Based on Temporal-Relational Hyperplanes (DASFAA 2022) [paper]
  • Temporal Knowledge Graph Reasoning with Low-rank and Model-agnostic Representations (Arxiv 2022) [paper] [code]
  • Hyperplane-based time-aware knowledge graph embedding for temporal knowledge graph completion (JIFS 2022) [paper]
  • Wasserstein Adversarial Learning based TemporalKnowledge Graph Embedding (Arxiv 2022) [paper]
  • Each Snapshot to Each Space: Space Adaptation for Temporal Knowledge Graph Completion (ISWC 2022) [paper] [code]
  • TempCaps: A Capsule Network-based Embedding Model for Temporal Knowledge GraphCompletion (SPNLP 2022) [paper] [code]
  • QDN: A Quadruplet Distributor Network for Temporal Knowledge Graph Completion (TNNLS 2023) [paper] [code]
  • TeCre: A Novel Temporal Conflict Resolution Method Based on Temporal Knowledge Graph Embedding (Information 2023) [paper]
  • RoAN: A relation-oriented attention network for temporal knowledge graph completion (EAAI 2023) [paper] [code]
  • Temporal-structural importance weighted graph convolutional network for temporal knowledge graph completion (FGCS 2023) [paper]
  • Embedding Uncertain Temporal Knowledge Graphs (Mathematics 2023) [paper]

Extrapolation

Rule-based TKGC Methods

  • Graph Hawkes Neural Network for Forecasting on Temporal Knowledge Graphs (Arxiv, 2020) [paper]
  • TLogic: Temporal Logical Rules for Explainable Link Forecasting on Temporal Knowledge Graphs (AAAI 2022) [paper] [code]
  • Spatio-Temporal Knowledge Graph Based Forest Fire Prediction with Multi-Source Heterogeneous Data (Remote Sensing 2022) [paper]
  • An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge Graphs (EMNLP 2022) [paper] [code]
  • TILP: Differentiable learning of logical rules for knowledge base reasoning (ICLR 2023) [paper] [code]
  • Temporal knowledge graph reasoning with iterative guidance by temporal logical rules (Information Sciences 2023) [paper]
  • TFLEX:TemporalFeature-Logic Embedding Framework for Complex Reasoning overTemporal Knowledge Graph (Arxiv, 2023) [paper] [code]
  • Multi-hop temporal knowledge graph reasoning with temporal path rules guidance (Expert Systems with Applications 2023) [[paper]]

Graph Neural Network-based TKGC Methods

  • Know-evolve: Deep temporal reasoning for dynamic knowledge graphs (PMLR 2017) [paper]
  • TeMP: Temporal Message Passing for Temporal Knowledge Graph Completion (EMNLP 2020) [paper] [code]
  • Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs (EMNLP 2020) [paper] [code]
  • Dynamic Knowledge Graph based Multi-Event Forecasting (KDD 2020) [paper] [code]
  • Focus on Inherent Attributes for Temporal Knowledge Graph Completion (IJCNN 2021) [paper]
  • DACHA: A Dual Graph Convolution Based Temporal Knowledge Graph Representation Learning Method Using Historical Relation (TKDD 2021) [paper]
  • Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs (EMNLP 2021) [paper]
  • Temporal Knowledge Graph Reasoning Based on Evolutional Representation Learning (SIGIR 2021) [paper] [code]
  • Learning Neural Ordinary Equations for Forecasting Future Links on Temporal Knowledge Graphs (EMNLP 2021) [paper][code]
  • Temporal Knowledge Graph Reasoning Triggered by Memories (Arxiv, 2021) [paper]
  • Temporal Knowledge GraphReasoning based onGraphConvolution Network (SIGIR 2021) [paper]
  • TPmod: A Tendency-Guided Prediction Model for Temporal Knowledge Graph Completion (TKDD 2021) [paper] [code]
  • RTFE: A Recursive Temporal Fact Embedding Framework for Temporal Knowledge Graph Completion (NAACL 2021) [paper]
  • Learning from History: Modeling Temporal Knowledge Graphs with Sequential Copy-Generation Networks (AAAI 2021) [paper] [code]
  • EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs (WSDM 2022) [paper] [code]
  • DA-Net: Distributed Attention Network for Temporal Knowledge Graph Reasoning (CIKM 2022) [paper]
  • Temporal knowledge graph representation learning with local and global evolutions (KBS 2022) [paper] [code]
  • Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphsin Curvature-Variable Hyperbolic Spaces (AKBC 2022) [paper]
  • Multi-timescale History Modeling for Temporal Knowledge Graph Completion (MSN 2022) [paper]
  • Time-aware Quaternion Convolutional Network for Temporal Knowledge Graph Reasoning (ICONIP 2022) [paper]
  • Complex Evolutional Pattern Learning for Temporal Knowledge Graph Reasoning (ACL 2022) [paper]
  • Search to Pass Messages for Temporal Knowledge Graph Completion (EMNLP 2022) [paper]
  • HiSMatch: Historical Structure Matching based Temporal Knowledge Graph Reasoning (EMNLP 2022) [paper] [code]
  • Future Event Prediction Based on Temporal Knowledge Graph Embedding (Computer Systems Science & Engineering 2022) [paper]
  • TiRGN: Time-Guided Recurrent Graph Network with Local-Global Historical Patterns for Temporal Knowledge Graph Reasoning (IJCAI 2022) [paper] [code]
  • ERGCN: Enhanced Relational Graph Convolution Network, an Optimization for Entity Prediction Tasks on Temporal Knowledge Graphs (Future Internet 2022) [paper]
  • CRNet: Modeling Concurrent Events over Temporal Knowledge Graph (ISWC 2022) [paper] [code]
  • An effective Time-Aware Encoder for Temporal Knowledge Graph Reasoning (MLNLI 2022) [paper]
  • Modeling Precursors for Temporal Knowledge Graph Reasoning via Auto-encoder Structure (IJCAI 2022) [paper]
  • Graph Hawkes Transformer for Extrapolated Reasoning on Temporal Knowledge Graphs (ACL 2022) [paper] [code]
  • Learning Long- and Short-term Representations for Temporal Knowledge Graph Reasoning (WWW 2023) [paper]
  • GTRL: An Entity Group-Aware Temporal Knowledge Graph Representation Learning Method (Computer Society 2023) [paper]
  • GLANet: temporal knowledge graph completion based on global and local information-aware network (APIN 2023) [paper]
  • Hierarchical Hypergraph Recurrent Attention Network forTemporal Knowledge GraphReasoning (ICASSP 2023) [paper]
  • Hierarchical Self-Attention Embedding for Temporal Knowledge Graph Completion (WWW 2023) [paper]
  • Temporal Knowledge Graph Reasoning with Historical Contrastive Learning (AAAI 2023) [paper] [code]
  • Mutually-paced Knowledge Distillation for Cross-lingual Temporal Knowledge Graph Reasoning (WWW 2023) [paper]

Meta Learning-based TKGC Methods

  • One-shot Learning for Temporal Knowledge Graphs (AKBC 2021) [paper]
  • Learning Dynamic Embeddings for Temporal Knowledge Graphs (WSDM 2021) [paper]
  • MetaTKG: Learning Evolutionary Meta-Knowledge for Temporal Knowledge Graph Reasoning (EMNLP 2022) [paper]
  • Learning to sample and aggregate: Few-shot reasoning over temporal knowledge graphs (Neurips 2022) [paper]
  • Zero-Shot Entity Representation Learning for Temporal Knowledge Graph (ICECE 2022) [paper]
  • Few-shot link prediction for temporal knowledge Graphs based on time-aware translation and attention mechanism (Neural Networks 2023) [paper]
  • Learning Meta Representations of One-shot Relations for Temporal Knowledge GraphLink Prediction (IJCNN 2023) [paper]
  • FTMF: Few-shot temporal knowledge graph completion based on meta-optimization and fault-tolerant mechanism (WWW 2023) [paper]
  • Few-shot link prediction with meta-learning for Temporal knowledge graphs (JCDE 2023) [paper]

Reinforcement Learning-based TKGC Methods

  • TimeTraveler: Reinforcement Learning for Temporal Knowledge Graph Forecasting (EMNLP 2021) [paper]
  • Multi-hop reasoning over paths in temporal knowledge graphs using reinforcement learning (Applied Soft Computing 2021) [paper]
  • Search from History and Reason for Future: Two-stage Reasoning on Temporal Knowledge Graphs (ACL 2021) [paper]
  • TIE: A Framework for Embedding-based Incremental Temporal Knowledge Graph Completion (SIGIR 2021) [paper]
  • RLAT: Multi-hop Temporal knowledge Graph Reasoning based on Reinforcement Learning and Attention Mechanism (KBS 2023) [paper]
  • Improving Few-Shot Inductive Learning on Temporal Knowledge Graphsusing Confidence-Augmented Reinforcement Learning (PKDD 2023) [paper]
  • DREAM: Adaptive Reinforcement Learning based on Attention Mechanism for Temporal Knowledge Graph Reasoning (SIGIR 2023) [paper]

Applications

Recommendation Systems

  • Travel Attractions Recommendation with Travel Spatial-Temporal Knowledge Graphs (ICPCSEE 2018) [paper]
  • Temporal Knowledge Graph Incremental Construction Model for Recommendation (Web and Big Data 2020) [paper]
  • Building and exploiting spatial–temporal knowledge graph for next POI recommendation (KBS 2022) [paper]
  • Temporal Knowledge Graph Embedding for Effective Service Recommendation (TSC 2022) [paper]

Question Answering

  • Event-QA: A dataset for event-centric question answering over knowledge graphs (CIKM 2020) [paper]
  • TwiRGCN: Temporally WeightedGraphConvolution for Question Answering over Temporal Knowledge Graphs (Arxiv 2022) [paper]
  • Forecasting Question Answering over Temporal Knowledge Graphs (AAAI 2022) [paper]
  • Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs (ACL 2022) [paper]
  • TempoQR: Temporal Question Reasoning over Knowledge Graphs (AAAI 2022) [paper]
  • An improving reasoning network for complex question answering over temporal knowledge graphs (APIN 2023) [paper]* TKGQA Dataset: Using Question Answering to Guide and Validate the Evolution of Temporal Knowledge Graph (Data 2023) [paper]

Medical and Risk Analysis Systems

  • Research of medical aided diagnosis system based on temporal knowledge graph (ICADMA 2020) [paper]
  • A temporal semantic search system for traditional Chinese medicine based on temporal knowledge graphs (JIST 2019) [paper]
  • Spatio-Temporal Knowledge Graph for Meteorological Risk Analysis (ICSQRSC 2021) [paper]
  • Urban multi-source spatio-temporal data analysis aware knowledge graph embedding (Symmetry 2020) [paper]

Others

  • Citation trajectory prediction via publication influence representation using temporal knowledge graph (arXiv 2022) [paper]
  • Spatio-temporal urban knowledge graph enabled mobility prediction (IMWUT 2021) [paper]