Marvolo: Programmatic Data Augmentation for Deep Malware Detection

Keyphrases

• Malware Detection 100%
• Data Augmentation 100%
• Programmatic Data 100%
• Malware 66%
• ML-based 66%
• Source Code 33%
• Accuracy Improvement 33%
• Generated Data 33%
• Redundant Computation 33%
• Binary File 33%
• Bespoke 33%
• Deep Learning Model 33%
• Malware Dataset 33%
• Binary Reverse Engineering 33%
• Augmented Data 33%
• Semantic-preserving Transformation 33%

Computer Science

• Malware Detection 100%
• Data Augmentation 100%
• Malware 66%
• Reverse Engineering 33%
• Deep Learning Model 33%
• Malware Author 33%
• Correctness 33%
• Source Coding 33%