1 Introduction  
2 Preliminaries  
3 Federated Semi-supervised Learning  
4 Federated Self-supervised Learning  
5 Federated Transfer Learning  
6 Datasets and Evaluations  
7 Related Surveys  
8 Conclusion and Future Directions  