Insightful Tutorials and Papers about Knowledge Graphs
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Updated
Jul 10, 2025
Insightful Tutorials and Papers about Knowledge Graphs
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs, VLDB 2020
Recommendation system based on knowledge graph embedding
Implementation of TransE model in PyTorch.
Bootstrapping Entity Alignment with Knowledge Graph Embedding, IJCAI 2018
Multi-view Knowledge Graph Embedding for Entity Alignment, IJCAI 2019
Cross-Lingual Entity Alignment via Joint Attribute-Preserving Embedding, ISWC 2017
Learning to Exploit Long-term Relational Dependencies in Knowledge Graphs, ICML 2019
Knowledge Graph Alignment Network with Gated Multi-hop Neighborhood Aggregation, AAAI 2020
Source code and datasets for IJCAI 2019 paper: Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs.
Some papers on Temporal Knowledge Graph Embedding and Reasoning
The code of paper Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion. Zhanqiu Zhang, Jianyu Cai, Jie Wang. NeurIPS 2020.
[Paper][SIGIR2022] Meta-Knowledge Transfer for Inductive Knowledge Graph Embedding
Some papers on knowledge graph embedding
A Python library for knowledge graph representation learning (graph embedding).
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion
A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects
TransEdge: Translating Relation-contextualized Embeddings for Knowledge Graphs, ISWC 2019
Analyzing knowledge graph embedding methods, including TransE, DistMult, CP, SimplE, ComplEx, Quaternion
Must-read papers on Knowledge Graph Embedding
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