CCS Concepts: 
• General and reference → Survey and overviews ; 
• Security and privacy → Malware and its mitigation ;
• Computing methodologies → Learning latent representations ; Neural networks ; Spectral methods .

1 INTRODUCTION

2 RELATED WORKS

3 BACKGROUND

4 MALWARE DETECTION WITH GRAPHS

5 GRAPH-BASED ANDROID MALWARE DETECTION

6 GRAPH-BASED WINDOWS MALWARE DETECTION

7 GRAPH-BASED WEB MALWARE DETECTION

8 ADVERSARIAL ATTACKS

9 CHALLENGES AND DIRECTIONS

10 CONCLUSION