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TKGER

Some papers on Temporal Knowledge Graph Embedding and Reasoning

Useful research resources

Graph-based Deep Learning Literature, Github

links to conference publications in graph-based deep learning
Reinforcement learning on graphs: A survey, Github

This collection of papers can be used to summarize research about graph reinforcement learning for the convenience of researchers.
Awesome Machine Learning for Combinatorial Optimization Resources, Github

Awesome machine learning for combinatorial optimization papers.
Awesome-TKGC, Github

A collection of papers and resources about temporal knowledge graph completion (TKGC).
AKGR: Awesome Knowledge Graph Reasoning, Github

AKGR: Awesome Knowledge Graph Reasoning is a collection of knowledge graph reasoning works, including papers, codes and datasets.
Awesome Knowledge Graph, Github

A curated list of Knowledge Graph related learning materials, databases, tools and other resources.
Awesome-DynamicGraphLearning, Github

Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).
KGE, Github

Some papers on Knowledge Graph Embedding(KGE)
KGLQ, Github

Some papers about Logical Query on Knowledge Graphs (KGLQ)
ADGC: Awesome Deep Graph Clustering, Github

Awesome Deep Graph Clustering is a collection of SOTA, novel deep graph clustering methods (papers, codes, and datasets).
Graph Adversarial Learning Literature, Github

A curated list of adversarial attacks and defenses papers on graph-structured data.

[1] New Frontiers of Knowledge Graph Reasoning: Recent Advances and Future Trends - WWW 2024, Webpage

[1] Knowledge Graph Reasoning and Its Applications - KDD 2023, Webpage

[1] Reasoning on Knowledge Graphs: Symbolic or Neural? - AAAI 2022, Webpage

[1] All You Need to Know to Build a Product Knowledge Graph - KDD 2021 Tutorial, Webpage

[1] Fact Checking: Theory and Practice - KDD 2018 Tutorial, Webpage

Knowledge Graph Embedding: An Overview, APSIPA Transactions on Signal and Information Processing, 2024. paper Ge, X., Wang, Y. C., Wang, B., & Kuo, C. C. J
Survey of Temporal Knowledge Graph Completion Methods, Journal of Computer Engineering & Applications, 2024. paper Lei, X. I. A. O., & Qi, L. I.
Overview of Knowledge Reasoning for Knowledge Graph, Neurocomputing, 2024. paper Liu, X., Mao, T., Shi, Y., & Ren, Y.
**Knowledge