Search Results for author: Robert Jasper

Found 2 papers, 0 papers with code

Systematic Evaluation of Backdoor Data Poisoning Attacks on Image Classifiers

no code implementations24 Apr 2020 Loc Truong, Chace Jones, Brian Hutchinson, Andrew August, Brenda Praggastis, Robert Jasper, Nicole Nichols, Aaron Tuor

First, the success rate of backdoor poisoning attacks varies widely, depending on several factors, including model architecture, trigger pattern and regularization technique.

Data Poisoning

Faster Fuzzing: Reinitialization with Deep Neural Models

no code implementations8 Nov 2017 Nicole Nichols, Mark Raugas, Robert Jasper, Nathan Hilliard

We improve the performance of the American Fuzzy Lop (AFL) fuzz testing framework by using Generative Adversarial Network (GAN) models to reinitialize the system with novel seed files.

Generative Adversarial Network

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