1 Introduction

2 Low-Rank Adaptation (LoRA)

3 Downstream Adaptation Improving

4 Cross-task Generalization

5 Efficiency Improving

6 LoRA for Federated Learning

7 Applications of LoRA

8 Conclusion and Future Direction