liangke23 / kgs-survey

This is a repository of knowledge graphs survey paper that will be updated periodically.

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.

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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