Search Results for author: Xiaoyun Xu

Found 3 papers, 2 papers with code

MIMIR: Masked Image Modeling for Mutual Information-based Adversarial Robustness

1 code implementation8 Dec 2023 Xiaoyun Xu, Shujian Yu, Jingzheng Wu, Stjepan Picek

However, these methods still follow the design of traditional supervised adversarial training, limiting the potential of adversarial training on ViTs.

Adversarial Robustness

IB-RAR: Information Bottleneck as Regularizer for Adversarial Robustness

1 code implementation9 Feb 2023 Xiaoyun Xu, Guilherme Perin, Stjepan Picek

In this paper, we propose a novel method, IB-RAR, which uses Information Bottleneck (IB) to strengthen adversarial robustness for both adversarial training and non-adversarial-trained methods.

Adversarial Robustness

Universal Soldier: Using Universal Adversarial Perturbations for Detecting Backdoor Attacks

no code implementations1 Feb 2023 Xiaoyun Xu, Oguzhan Ersoy, Stjepan Picek

This paper proposes a backdoor detection method by utilizing a special type of adversarial attack, universal adversarial perturbation (UAP), and its similarities with a backdoor trigger.

Adversarial Attack

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