#malware

RWArmor: A Static-Informed Dynamic Analysis Approach for Early Detection of Cryptographic Windows Ransomware

2023-09-01 Md Ahsan Ayub, Ambareen Siraj, Bobby Filar, Maanak Gupta International Journal of Information Security (Springer)

#Malware #Ransomware

Combining static features with dynamic-analysis signals to detect cryptographic ransomware early in the encryption lifecycle.

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Classifying Sequences of Extreme Length with Constant Memory Applied to Malware Detection

2021-05-18 Edward Raff, William Fleshman, Richard Zak, Hyrum S. Anderson, Bobby Filar, Mark McLean AAAI 2021

#Deep Learning #Malware

A constant-memory architecture for classifying sequences of arbitrary length, applied to whole-binary malware detection.

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Getting Passive Aggressive About False Positives: Patching Deployed Malware Detectors

2020-11-17 Edward Raff, Bobby Filar, James Holt IEEE International Conference on Data Mining Workshops (ICDMW) 2020

#Online Learning #Malware

An online-learning approach for patching deployed malware classifiers when new false positives surface in production.

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Automatic YARA Rule Generation Using Biclustering

2020-11-13 Edward Raff, Richard Zak, Gary Lopez Munoz, William Fleming, Hyrum S. Anderson, Bobby Filar, Charles Nicholas, James Holt 13th ACM Workshop on Artificial Intelligence and Security (AISec)

#Malware #Detection

An automated approach to generating high-quality YARA detection rules using biclustering over malware feature space.

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