1 Introduction

2 Related Surveys

3 What is the Memory of LLM-based Agent

4 Why We Need the Memory in LLM-based Agent

5 How to Implement the Memory of LLM-based Agent

6 How to Evaluate the Memory in LLM-based Agent

7 Memory-enhanced Agent Applications

8 Limitations & Future Directions

9 Conclusion