Search Results for author: Geoff McDonald

Found 3 papers, 0 papers with code

AutoAttacker: A Large Language Model Guided System to Implement Automatic Cyber-attacks

no code implementations2 Mar 2024 Jiacen Xu, Jack W. Stokes, Geoff McDonald, Xuesong Bai, David Marshall, Siyue Wang, Adith Swaminathan, Zhou Li

Large language models (LLMs) have demonstrated impressive results on natural language tasks, and security researchers are beginning to employ them in both offensive and defensive systems.

Computer Security Language Modelling +1

ScriptNet: Neural Static Analysis for Malicious JavaScript Detection

no code implementations1 Apr 2019 Jack W. Stokes, Rakshit Agrawal, Geoff McDonald, Matthew Hausknecht

We use the Convoluted Partitioning of Long Sequences (CPoLS) model, which processes Javascript files as byte sequences.

Neural Classification of Malicious Scripts: A study with JavaScript and VBScript

no code implementations15 May 2018 Jack W. Stokes, Rakshit Agrawal, Geoff McDonald

LaMP and CPoLS yield a TPR of 69. 3% and 67. 9%, respectively, at an FPR of 1. 0% on a collection of 240, 504 VBScript files.

General Classification

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