Use transfer learning and deep domain adaptation to enable an ROP attack detection deep learning model that trained on one program to detect ROP on another program.
Modify Deep Domain Confusion and Deep Adaptation Nets to fit the needs of transferring knowledge for deep learning model used for detecting ROP attack, and carry out experiments. The average improvement on False Positive Rate when using transfer learning to detection ROP attacks on another program is over 20%.