1 Introduction  
2 Notes on Bias, Fairness, and Factuality  
3 Entering the Lifecycle: Bias in Knowledge Graph Creation  
4 Bias in Knowledge Graphs  
5 Bias in Knowledge Graph Embeddings  
6 Downstream Task Bias: Link Prediction  
7 Breaking the Cycle? Bias Mitigation in Knowledge Graph Embeddings  
8 Discussion  
9 Recommendations  
10 Related Work  
11 Conclusion and Paths Forward