1 Introduction  
2 Theoretical Background  
3 Similarities Between Distribution-Shift and Fairness  
4 Overcoming Distribution-Shift in Bias-Aware Scenarios  
5 Datasets and Benchmarking  
6 Related Research Areas  
7 Discussion and Future Research Challenges