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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
Yun-Yun Tsai
Pin-Yu Chen
Tsung-Yi Ho
    AAML
ArXiv (abs)PDFHTML

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
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
Test-time Adversarial Defense with Opposite Adversarial Path and High Attack Time Cost
Cheng-Han Yeh
Kuanchun Yu
Chun-Shien Lu
DiffMAAML
151
0
0
22 Oct 2024
Adversarial Training: A Survey
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
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
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
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
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 ℓp\ell_pℓp​ Robustness Still Worthwhile?
Ravi Mangal
Klas Leino
Zifan Wang
Kai Hu
Weicheng Yu
Corina S. Pasareanu
Anupam Datta
Matt Fredrikson
AAMLOOD
84
1
0
13 Oct 2023
Assessing Robustness via Score-Based Adversarial Image Generation
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
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
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
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
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
MultiRobustBench: Benchmarking Robustness Against Multiple Attacks
Sihui Dai
Saeed Mahloujifar
Chong Xiang
Vikash Sehwag
Pin-Yu Chen
Prateek Mittal
AAMLOOD
108
7
0
21 Feb 2023
A Closer Look at Robustness to L-infinity and Spatial Perturbations and
  their Composition
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
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
Holistic Adversarial Robustness of Deep Learning Models
Pin-Yu Chen
Sijia Liu
AAML
94
16
0
15 Feb 2022
1