Insightful Tutorials and Papers about Knowledge Graphs

A Benchmarking Study of Embedding-based Entity Alignment for Knowledge Graphs, VLDB 2020

Implementation of TransE model in PyTorch.

Recommendation system based on knowledge graph embedding

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

Some papers on Temporal Knowledge Graph Embedding and Reasoning

A Survey of Task-Oriented Knowledge Graph Reasoning: Status, Applications, and Prospects

Source code and datasets for IJCAI 2019 paper: Relation-Aware Entity Alignment for Heterogeneous Knowledge Graphs.

Some papers on knowledge graph embedding

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

A Python library for knowledge graph representation learning (graph embedding).

Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion

🏘️ Hubness reduced nearest neighbor search for entity alignment with knowledge graph embeddings

Must-read papers on Knowledge Graph Embedding

Analyzing knowledge graph embedding methods, including TransE, DistMult, CP, SimplE, ComplEx, Quaternion