- This is a repository of KGs survey paper that will be updated periodically. Last update: 28 May, 2023
- The Chinese Lanague KGs survey paper repository is avaliable at 知识图谱中文综述论文合集.
| No | Title | Source | Year | Category | Link |
|---|---|---|---|---|---|
| 1 | Multi-Modal Knowledge Graph Construction and Application: A Survey | arXiv | 2022 | KGs Construction and Completion | arXiv |
| 2 | Knowledge Graph Quality Management: a Comprehensive Survey | IEEE Transactions on Knowledge and Data Engineering | 2022 | KGs Construction and Completion | DOI |
| 3 | Temporal Knowledge Graph Completion: A Survey | arXiv | 2022 | KGs Construction and Completion | arXiv |
| 4 | Knowledge graph quality control: A survey | Fundamental Research | 2021 | KGs Construction and Completion | DOI |
| 5 | Network Representation Learning: A Macro and Micro View | Open AI | 2021 | KGs Representation Learning | DOI |
| 6 | Neural Entity Linking: A Survey of Models Based on Deep Learning | Semantic Web | 2022 | Knowledge Graph Entity Linking | arXiv |
| 7 | Knowledge Graph Embedding Methods for Entity Alignment: An Experimental Review | arXiv | 2022 | Knowledge Graph Entity Alignment | arXiv |
| 8 | A benchmark and comprehensive survey on knowledge graph entity alignment via representation learning | The VLDB Journal | 2022 | Knowledge Graph Entity Alignment | DOI |
| 9 | A Critical Assessment of State-of-the-Art in Entity Alignment | arXiv | 2021 | Knowledge Graph Entity Alignment | arXiv |
| 10 | An Overview of Methods and Tools for Extraction of Knowledge for COVID-19 from Knowledge Graphs | Lecture Notes in Computer Science | 2022 | Knowledge Reasoning | DOI |
| 11 | Neural symbolic reasoning with knowledge graphs: Knowledge extraction, relational reasoning, and inconsistency checking | Fundamental Research | 2021 | Knowledge Reasoning | DOI |
| 12 | Knowledge graph and knowledge reasoning: A systematic review | Journal of Electronic Science and Technology | 2022 | Knowledge Reasoning | DOI |
| 13 | Knowledge Graph Reasoning with Logics and Embeddings: Survey and Perspective | arXiv | 2022 | Knowledge Reasoning | arXiv |
| 14 | Neural symbolic reasoning with knowledge graphs: Knowledge extraction, relational reasoning, and inconsistency checking | Fundamental Research | 2021 | Knowledge Reasoning | DOI |
| 15 | Semantic Knowledge Graphs for the News: A Review | ACM Computing Surveys | 2022 | Downstream Application | DOI |
| 16 | Toward better drug discovery with knowledge graph | Current Opinion in Structural Biology | 2022 | Downstream Application | DOI |
| 17 | Knowledge Augmented Machine Learning with Applications in Autonomous Driving: A Survey | arXiv | 2022 | Downstream Application | arXiv |
| 18 | Exploiting knowledge graphs in industrial products and services : A survey of key aspects, challenges, and future perspectives | Computers in Industry | 2021 | Downstream Application | DOI |
| 19 | Knowledge Graphs in Manufacturing and Production: A Systematic Literature Review | IEEE Access | 2021 | Downstream Application | DOI |
| 20 | What is Event Knowledge Graph: A Survey | arXiv | 2021 | Event KGs | arXiv |
| 21 | A Survey on Knowledge Graphs: Representation, Acquisition and Applications | arXiv | 2020 | KGs Representation Learning | arxiv |
| 22 | A Survey on Visual Transfer Learning using Knowledge Graphs | Semantic Web | 2022 | KGs Representation Learning | DOI |
| 23 | Knowledge Graph | Synthesis Lectures on Data, Semantics, and Knowledge | 2021 | KGs | Website |
| 24 | Knowledge Graph | Communications of the ACM | 2021 | KGs | DOI |
| 25 | A Systematic Review of Deep Knowledge Graph-Based Recommender Systems, with Focus on Explainable Embeddings | Data | 2022 | QA | DOI |
| 26 | Categorization of knowledge graph based recommendation methods and benchmark datasets from the perspectives of application scenarios: A comprehensive survey | Expert Systems with Applications | 2022 | QA | DOI |
| 27 | Question Answering Survey: Directions, Challenges, Datasets, Evaluation Matrices | arXiv | 2021 | QA | arXiv |
| 28 | Knowledge graphs as tools for explainable machine learning: A survey | Artificial Intelligence | 2022 | XAI | DOI |
| 29 | Knowledge Graph Embeddings and Explainable AI | arXiv | 2020 | XAI | arXiv |
| 30 | Healthcare Knowledge Graph Construction: State-of-the-art, open issues, and opportunities | arXiv | 2022 | Downstream Application | arXiv |
| 31 | Recommender System Using Knowledge Graph and Ontology: A Survey | Expert Clouds and Applications | 2022 | Downstream Application | DOI |
| 32 | Knowledge Graphs in Education and Employability: A Survey on Applications and Techniques | IEEE Access | 2022 | Downstream Application | DOI |
| 33 | Knowledge-graph-based explainable AI: A systematic review | Journal of Information Science | 2022 | XAI | DOI |
| 34 | What is a Multi-Modal Knowledge Graph: A Survey | SSRN | 2022 | Multi-Modal KGs | DOI |
| 35 | A Survey on Knowledge Graph-based Methods for Automated Driving | KGSWC2022 | 2022 | Downstream Application | arXiv |
| 36 | Representation learning for knowledge fusion and reasoning in Cyber–Physical–Social Systems: Survey and perspectives | Information Fusion | 2022 | KGs Representation Learning | arXiv |
| 37 | A Decade of Knowledge Graphs in Natural Language Processing: A Survey | AACL-IJCNLP | 2022 | KGs&NLP | arXiv |
| 38 | Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces | arXiv | 2022 | KGs Representation Learning | arXiv |
| 39 | Knowledge-Graph-Enabled Biomedical Entity Linking: A Survey | Research Square | 2022 | Knowledge Graph Entity Alignment | DOI |
| 40 | Generative Knowledge Graph Construction: A Review | arXiv | 2022 | KGs Construction and Completion | arXiv |
| 41 | Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces | arXiv | 2022 | KGs Representation Learning | arXiv |
| 42 | A Survey of Knowledge-Enhanced Pre-trained Language Models | arXiv | 2022 | KGs&NLP | arXiv |
| 43 | From tabular data to knowledge graphs: A survey of semantic table interpretation tasks and methods | Journal of Web Semantics | 2023 | Downstream Application | DOI |
| 44 | A survey of hybrid knowledge reasoning oriented to KG | CAICE2022 | 2022 | Downstream Application | DOI |
| 45 | Fusing external knowledge resources for natural language understanding techniques: A survey | Information Fusion | 2023 | KGs&NLP | DOI |
| 46 | Construction of Knowledge Graphs: State and Challenges | arXiv | 2023 | KGs Construction and Completion | arXiv |
| 47 | A Comprehensive Survey on Automatic Knowledge Graph Construction | arXiv | 2023 | KGs Construction and Completion | arXiv |
| 48 | Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs | arXiv | 2023 | Knowledge Extrapolation and Interpolation | arXiv |
| 49 | A Survey on Temporal Knowledge Graphs-Extrapolation and Interpolation Tasks | ICNC-FSKD 2022 | 2022 | Knowledge Extrapolation and Interpolation | DOI |
| 50 | A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge | arXiv | 2023 | KGs Construction and Completion | arXiv |
| 51 | Knowledge Distillation on Graphs: A Survey | arXiv | 2023 | Knowledge Distillation | arXiv |
| 52 | Knowledge-augmented Graph Machine Learning for Drug Discovery: A Survey from Precision to Interpretability | arXiv | 2023 | Knowledge Augmentement and Enhancement | arXiv |
| 53 | Generative Knowledge Graph Construction: A Review | arXiv | 2023 | KGs Construction and Completion | arXiv |
| 54 | From Data to Wisdom: Biomedical Knowledge Graphs for Real-World Data Insights | Journal of Medical Systems | 2023 | Downstream Application | DOI |
| 55 | Towards electronic health record-based medical knowledge graph construction, completion, and applications: A literature study | Journal of Biomedical Informatics | 2023 | Downstream Application | DOI |
| 56 | A Survey on Multimodal Knowledge Graphs: Construction, Completion and Applications | Mathematics | 2023 | Multimodal KGs | DOI |
| 57 | A Review of Knowledge Graph-Based Reasoning Technology in the Operation of Power Systems | Applied Sciences | 2023 | Knowledge Reasoning | DOI |
| 58 | Knowledge Graphs: Opportunities and Challenges | Artificial Intelligence Review | 2023 | KGs | DOI |
| 59 | Multilingual Question Answering Systems for Knowledge Graphs—A Survey | Semantic Web | 2023 | QA | |
| 60 | Knowledge Graph: A Survey | TechrXiv | 2023 | KGs | TechrXiv |
| 61 | A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and Multimodal | arXiv | 2023 | Knowledge Reasoning | arXiv |
| 62 | Research and application of intelligent search for knowledge graph of power grid dispatch and control | CAICE2023 | 2023 | Downstream Application | DOI |
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