PROPEDEUTICA detects malware efficiently in real-time with low overhead.
problem Real-time malware detection on safety-critical devices with performance constraints.
method PROPEDEUTICA uses a hybrid approach combining conventional ML and DL, with a novel DL architecture DEEPMALWARE.
result PROPEDEUTICA achieves high accuracy (94.34%) and low false-positive rate (8.75%) with minimal performance impact.