Search Results for author: Shuyun Lin

Found 4 papers, 1 papers with code

Proving Common Mechanisms Shared by Twelve Methods of Boosting Adversarial Transferability

no code implementations24 Jul 2022 Quanshi Zhang, Xin Wang, Jie Ren, Xu Cheng, Shuyun Lin, Yisen Wang, Xiangming Zhu

This paper summarizes the common mechanism shared by twelve previous transferability-boosting methods in a unified view, i. e., these methods all reduce game-theoretic interactions between regional adversarial perturbations.

Interpreting Attributions and Interactions of Adversarial Attacks

no code implementations ICCV 2021 Xin Wang, Shuyun Lin, Hao Zhang, Yufei Zhu, Quanshi Zhang

This paper aims to explain adversarial attacks in terms of how adversarial perturbations contribute to the attacking task.

Towards A Unified Understanding and Improving of Adversarial Transferability

no code implementations ICLR 2021 Xin Wang, Jie Ren, Shuyun Lin, Xiangming Zhu, Yisen Wang, Quanshi Zhang

We discover and prove the negative correlation between the adversarial transferability and the interaction inside adversarial perturbations.

A Unified Approach to Interpreting and Boosting Adversarial Transferability

1 code implementation8 Oct 2020 Xin Wang, Jie Ren, Shuyun Lin, Xiangming Zhu, Yisen Wang, Quanshi Zhang

We discover and prove the negative correlation between the adversarial transferability and the interaction inside adversarial perturbations.

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