1. Introduction

2. Kolmogorov-Arnold Representation Theorem Overview

3. Kolmogorov-Arnold Network Architecture

4. Advantages and Performance of KAN Networks

5. Training and Optimization of KAN Networks

6. Applications of KAN Networks

7. Current Research Progress

8. Future Research Directions

9. Conclusion