1 Introduction  
2 A four-phase workflow framework can summarize the existing works in a unified manner  
3 A closer look at applications of Deep Learning in solving security-oriented program analysis challenges  
4 A closer look at applications of Deep Learning in defending ROP attacks  
5 A closer look at applications of Deep Learning in achieving CFI  
6 A closer look at applications of Deep Learning in defending network attacks  
7 A closer look at applications of Deep Learning in malware classification  
8 A closer look at applications of Deep Learning in system-event-based anomaly detection  
9 A closer look at applications of Deep Learning in solving memory forensics challenges  
10 A closer look at applications of Deep Learning in security-oriented fuzzing  
11 Discussion  
12 Further areas of investigation  
13 Conclusion  