Towards Compositional Adversarial Robustness: Generalizing Adversarial
Training to Composite Semantic Perturbations

v1v2v3 (latest)

Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations

9 February 2022

Lei Hsiung

Tsung-Yi Ho

ArXiv (abs)PDF HTML

Papers citing "Towards Compositional Adversarial Robustness: Generalizing Adversarial Training to Composite Semantic Perturbations"

17 / 17 papers shown

Title
X-Transfer Attacks: Towards Super Transferable Adversarial Attacks on CLIP Hanxun Huang Sarah Monazam Erfani Yige Li Xingjun Ma James Bailey AAML 144 1 0 08 May 2025
Test-time Adversarial Defense with Opposite Adversarial Path and High Attack Time Cost Cheng-Han Yeh Kuanchun Yu Chun-Shien Lu DiffM AAML 151 0 0 22 Oct 2024
Adversarial Training: A Survey Mengnan Zhao Lihe Zhang Jingwen Ye Huchuan Lu Baocai Yin Xinchao Wang AAML 81 1 0 19 Oct 2024
Non-Uniform Illumination Attack for Fooling Convolutional Neural Networks Akshay Jain S. Dubey Satish Kumar Singh KC Santosh B. B. Chaudhuri AAML 63 0 0 05 Sep 2024
Artificial Immune System of Secure Face Recognition Against Adversarial Attacks Min Ren Yunlong Wang Yuhao Zhu Yongzhen Huang Zhenan Sun Qi Li Tieniu Tan 112 4 0 26 Jun 2024
Large Language Model Assisted Adversarial Robustness Neural Architecture Search Rui Zhong Yang Cao Jun Yu M. Munetomo 68 1 0 08 Jun 2024
OODRobustBench: a Benchmark and Large-Scale Analysis of Adversarial Robustness under Distribution Shift Lin Li Yifei Wang Chawin Sitawarin Michael W. Spratling 56 3 0 19 Oct 2023
$Is Certifying $\ell_p$ Robustness Still Worthwhile?$ Is Certifying $\ell_p$ Robustness Still Worthwhile? Ravi Mangal Klas Leino Zifan Wang Kai Hu Weicheng Yu Corina S. Pasareanu Anupam Datta Matt Fredrikson AAML OOD 84 1 0 13 Oct 2023
Assessing Robustness via Score-Based Adversarial Image Generation Marcel Kollovieh Lukas Gosch Yan Scholten Marten Lienen Leo Schwinn Stephan Günnemann DiffM 126 6 0 06 Oct 2023
General Lipschitz: Certified Robustness Against Resolvable Semantic Transformations via Transformation-Dependent Randomized Smoothing Dmitrii Korzh Alireza Azadbakht Maryam Tahmasbi Alireza Javaheri AAML 74 0 0 17 Aug 2023
Multi-objective Evolutionary Search of Variable-length Composite Semantic Perturbations Jialiang Sun Wen Yao Tingsong Jiang Xiaoqian Chen AAML 55 0 0 13 Jul 2023
Microbial Genetic Algorithm-based Black-box Attack against Interpretable Deep Learning Systems Eldor Abdukhamidov Mohammed Abuhamad Simon S. Woo Eric Chan-Tin Tamer Abuhmed AAML 50 1 0 13 Jul 2023
Efficient Search of Comprehensively Robust Neural Architectures via Multi-fidelity Evaluation Jialiang Sun Wen Yao Tingsong Jiang Xiaoqian Chen AAML 65 9 0 12 May 2023
MultiRobustBench: Benchmarking Robustness Against Multiple Attacks Sihui Dai Saeed Mahloujifar Chong Xiang Vikash Sehwag Pin-Yu Chen Prateek Mittal AAML OOD 102 7 0 21 Feb 2023
A Closer Look at Robustness to L-infinity and Spatial Perturbations and their Composition Luke Rowe Benjamin Thérien Krzysztof Czarnecki Hongyang R. Zhang OOD 49 0 0 05 Oct 2022
CARBEN: Composite Adversarial Robustness Benchmark Lei Hsiung Yun-Yun Tsai Pin-Yu Chen Tsung-Yi Ho AAML 52 9 0 16 Jul 2022
Holistic Adversarial Robustness of Deep Learning Models Pin-Yu Chen Sijia Liu AAML 87 16 0 15 Feb 2022

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