Search Results for author: Blaine Hoak

Found 3 papers, 1 papers with code

Explorations in Texture Learning

1 code implementation14 Mar 2024 Blaine Hoak, Patrick McDaniel

In this work, we investigate \textit{texture learning}: the identification of textures learned by object classification models, and the extent to which they rely on these textures.

Object

The Space of Adversarial Strategies

no code implementations9 Sep 2022 Ryan Sheatsley, Blaine Hoak, Eric Pauley, Patrick McDaniel

From our evaluation we find that attack performance to be highly contextual: the domain, model robustness, and threat model can have a profound influence on attack efficacy.

On the Robustness of Domain Constraints

no code implementations18 May 2021 Ryan Sheatsley, Blaine Hoak, Eric Pauley, Yohan Beugin, Michael J. Weisman, Patrick McDaniel

Machine learning is vulnerable to adversarial examples-inputs designed to cause models to perform poorly.

valid

Cannot find the paper you are looking for? You can Submit a new open access paper.