Defending Against Deep Learning-Based Traffic Fingerprinting Attacks With Adversarial Examples

B Hayden, T Walsh, A Barton - ACM Transactions on Privacy and …, 2024 - dl.acm.org
In an increasingly digital and interconnected world, online anonymity and privacy are
paramount issues for Internet users. To address this, tools like The Onion Router (Tor) offer …

Forming Adversarial Example Attacks Against Deep Neural Networks With Reinforcement Learning

M Akers, A Barton - Computer, 2024 - ieeexplore.ieee.org
Forming Adversarial Example Attacks Against Deep Neural Networks With Reinforcement
Learning Page 1 88 COMPUTER PUBLISHED BY THE IEEE COMPUTER SOCIETY US …

[PDF][PDF] Defending Against Adversarial Examples in Deep Neural Network Classifiers

A Barton, E Jatho III - 2021 - calhoun.nps.edu
The Navy and Department of Defense are prioritizing the rapid adoption of Artificial
Intelligence (AI) across warfare domains to keep technological advantage in the United …

[PDF][PDF] Detecting and Defending against Different Families of Adversarial Example Attacks

S Kallis, NC Rowe - 2023 - apps.dtic.mil
Adversarial example attacks alter an image so the image appears largely unaltered to
human eyes, but image-recognition models will misclassify it. This is a common type of …

[PDF][PDF] Exploring Neural Network Defenses with Adversarial Mixup

G Andrianopoulos, VA Berzins - 2023 - apps.dtic.mil
Neural networks (NNs) are vulnerable to adversarial examples, and extensive research is
aimed at detecting them. However, detecting adversarial examples is not easy, even with the …

Attacking Neural Networks with High Entropy Input Sampling

DS DeRidder - 2022 - apps.dtic.mil
Deep learning is becoming a technology central to the safety and accuracy of many types of
systems. Unfortunately, attackers can create adversarial examples that manipulate Deep …

Defending Against Deep Learning-Based Video Fingerprinting Attacks with Adversarial Examples

BA Hayden - 2022 - apps.dtic.mil
In an increasingly digital world, online anonymity and privacy is a paramount issue for
internet users. Tools like The Onion Router (Tor) offer users anonymous internet browsing …