1 Introduction  
2 Preliminary  
3 Optimization-Based Transferable Attacks  
4 Generation-Based Transferable Attacks  
5 Adversary Transferability Beyond Image Classification  
6 Challenges, Opportunities and Connections to Broader Topics  
7 Conclusion