1 INTRODUCTION  
2 PRELIMINARIES  
3 CLASS DISTRIBUTION ESTIMATION  
4 CLASSIFICATION WITH CLASS IMBALANCE IN FEDERATED LEARNING  
5 FEDERATED LEARNING PERFORMANCE EVALUATION  
6 CHALLENGES AND FUTURE DIRECTIONS  
7 CONCLUSION