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KGs-Survey

  • 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.

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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 PDF
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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