1 Introduction  
2 Label-Efficient Incremental Learning  
3 Semi-Supervision for Incremental Learning  
4 Few-shot-Supervision for Incremental Learning  
5 Self-Supervision for Incremental Learning  
6 Conclusion and Future Directions