Is “Knowing It’s Malicious” Enough? Evaluating LLMs for Fine-Grained Malware Behavior Auditing
Automated malware classifiers achieve strong detection performance, but auditing requires more than flagging a sample: analysts must explain malicious behaviors and justify them with concrete code evidence, a requirement that traditional signature-based methods and learning-based XAI often fail to satisfy in a human-in...