1. Introduction  
2. Machine Learning and Deep Learning for PE Malware Detection  
3. Challenges of Adversarial Attacks for PE Malware  
4. Adversarial Attacks against PE Malware Detection: The State of the Art  
5. Adversarial Defenses for PE Malware Detection  
6. Discussions  
7. Conclusion  