Search Results for author: Phil Roth

Found 2 papers, 2 papers with code

EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models

11 code implementations • 12 Apr 2018 • Hyrum S. Anderson, Phil Roth

This paper describes EMBER: a labeled benchmark dataset for training machine learning models to statically detect malicious Windows portable executable files.

Cryptography and Security

893

Paper
Code

Learning to Evade Static PE Machine Learning Malware Models via Reinforcement Learning

4 code implementations • arXiv 2018 • Hyrum S. Anderson, Anant Kharkar, Bobby Filar, David Evans, Phil Roth

We show in experiments that our method can attack a gradient-boosted machine learning model with evasion rates that are substantial and appear to be strongly dependent on the dataset.

Cryptography and Security

598

Paper
Code

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