LLM-Generated Samples for Android Malware Detection

Android malware continues to evolve through obfuscation and polymorphism, posing challenges for both signature-based defenses and machine learning models trained on limited and imbalanced datasets. Synthetic data has been proposed as a remedy for scarcity, yet the role of large language models LL...

Gunpoder Android Malware Hides Malicious Behaviors in Adware

A stream of new Android malware infections is sounding a harsh tone on two fronts: hackers are making free and open source applications their own; and legacy security software needs to step up detection of adware behaving maliciously. The Gunpoder malware is spreading via third-party Android app...