MalPurifier: Enhancing Android Malware Detection with Adversarial Purification against Evasion Attacks

1 code implementation • 11 Dec 2023 • Yuyang Zhou, Guang Cheng, Zongyao Chen, Shui Yu

Experimental results on two Android malware datasets demonstrate that MalPurifier outperforms the state-of-the-art defenses, and it significantly strengthens the vulnerable malware detector against 37 evasion attacks, achieving accuracies over 90. 91%.

Android Malware Detection Denoising +2