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Delving into Transferable Adversarial Examples and Black-box Attacks
v1v2v3 (latest)

Delving into Transferable Adversarial Examples and Black-box Attacks

8 November 2016
Yanpei Liu
Xinyun Chen
Chang-rui Liu
Basel Alomair
    AAML
ArXiv (abs)PDFHTML

Papers citing "Delving into Transferable Adversarial Examples and Black-box Attacks"

50 / 928 papers shown
Title
Boosting Adversarial Transferability for Hyperspectral Image Classification Using 3D Structure-invariant Transformation and Intermediate Feature Distance
Boosting Adversarial Transferability for Hyperspectral Image Classification Using 3D Structure-invariant Transformation and Intermediate Feature Distance
Chun Liu
Bingqian Zhu
Tao Xu
Zheng Zheng
Z. Li
Wei Yang
Zhigang Han
Jiayao Wang
108
0
0
12 Jun 2025
RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors
RAID: A Dataset for Testing the Adversarial Robustness of AI-Generated Image Detectors
Hicham Eddoubi
Jonas Ricker
Federico Cocchi
Lorenzo Baraldi
Angelo Sotgiu
...
Marcella Cornia
Lorenzo Baraldi
Asja Fischer
Rita Cucchiara
Battista Biggio
AAML
145
0
0
04 Jun 2025
How stealthy is stealthy? Studying the Efficacy of Black-Box Adversarial Attacks in the Real World
How stealthy is stealthy? Studying the Efficacy of Black-Box Adversarial Attacks in the Real World
Francesco Panebianco
Mario DÓnghia
Stefano Zanero aand Michele Carminati
AAML
25
0
0
03 Jun 2025
One Surrogate to Fool Them All: Universal, Transferable, and Targeted Adversarial Attacks with CLIP
One Surrogate to Fool Them All: Universal, Transferable, and Targeted Adversarial Attacks with CLIP
Binyan Xu
Xilin Dai
Di Tang
Kehuan Zhang
AAML
17
0
0
26 May 2025
Enhancing Federated Survival Analysis through Peer-Driven Client Reputation in Healthcare
Enhancing Federated Survival Analysis through Peer-Driven Client Reputation in Healthcare
Navid Seidi
Satyaki Roy
Sajal Das
FedML
81
0
0
22 May 2025
Use as Many Surrogates as You Want: Selective Ensemble Attack to Unleash Transferability without Sacrificing Resource Efficiency
Use as Many Surrogates as You Want: Selective Ensemble Attack to Unleash Transferability without Sacrificing Resource Efficiency
Bo Yang
Hengwei Zhang
Jindong Wang
Yuchen Ren
Chenhao Lin
Chao Shen
Zhengyu Zhao
AAML
95
0
0
19 May 2025
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
152
1
0
08 May 2025
REVEAL: Multi-turn Evaluation of Image-Input Harms for Vision LLM
REVEAL: Multi-turn Evaluation of Image-Input Harms for Vision LLM
Madhur Jindal
Saurabh Deshpande
AAML
95
0
0
07 May 2025
Transferable Adversarial Attacks on Black-Box Vision-Language Models
Transferable Adversarial Attacks on Black-Box Vision-Language Models
Kai Hu
Weichen Yu
Lefei Zhang
Alexander Robey
Andy Zou
Chengming Xu
Haoqi Hu
Matt Fredrikson
AAMLVLM
130
2
0
02 May 2025
A Simple DropConnect Approach to Transfer-based Targeted Attack
A Simple DropConnect Approach to Transfer-based Targeted Attack
Tongrui Su
Qingbin Li
Shengyu Zhu
Wei Chen
Xueqi Cheng
AAML
199
0
0
24 Apr 2025
Human-Imperceptible Physical Adversarial Attack for NIR Face Recognition Models
Human-Imperceptible Physical Adversarial Attack for NIR Face Recognition Models
Songyan Xie
Jinghang Wen
Encheng Su
Qiucheng Yu
AAMLPICV
63
0
0
22 Apr 2025
Towards Model Resistant to Transferable Adversarial Examples via Trigger Activation
Towards Model Resistant to Transferable Adversarial Examples via Trigger Activation
Yi Yu
Song Xia
Xun Lin
Chenqi Kong
Wenhan Yang
Shijian Lu
Yap-Peng Tan
Alex C. Kot
AAMLSILM
576
1
0
20 Apr 2025
TarPro: Targeted Protection against Malicious Image Editing
TarPro: Targeted Protection against Malicious Image Editing
Kaixin Shen
Ruijie Quan
Jiaxu Miao
Jun Xiao
Yi Yang
111
1
0
18 Mar 2025
A Frustratingly Simple Yet Highly Effective Attack Baseline: Over 90% Success Rate Against the Strong Black-box Models of GPT-4.5/4o/o1
Zhaoyi Li
Xiaohan Zhao
Dong-Dong Wu
Jiacheng Cui
Zhiqiang Shen
AAMLVLM
144
3
0
13 Mar 2025
Boosting the Local Invariance for Better Adversarial Transferability
Bohan Liu
Xiaosen Wang
AAML
157
0
0
08 Mar 2025
AMUN: Adversarial Machine UNlearning
AMUN: Adversarial Machine UNlearning
A. Boroojeny
Hari Sundaram
Varun Chandrasekaran
MUAAML
92
0
0
02 Mar 2025
Improving Adversarial Transferability in MLLMs via Dynamic Vision-Language Alignment Attack
Improving Adversarial Transferability in MLLMs via Dynamic Vision-Language Alignment Attack
Chenhe Gu
Jindong Gu
Andong Hua
Yao Qin
AAML
83
0
0
27 Feb 2025
Prompt-driven Transferable Adversarial Attack on Person Re-Identification with Attribute-aware Textual Inversion
Prompt-driven Transferable Adversarial Attack on Person Re-Identification with Attribute-aware Textual Inversion
Yuan Bian
Min Liu
Yunqi Yi
Xueping Wang
Yaonan Wang
AAML
94
0
0
27 Feb 2025
SAP-DIFF: Semantic Adversarial Patch Generation for Black-Box Face Recognition Models via Diffusion Models
SAP-DIFF: Semantic Adversarial Patch Generation for Black-Box Face Recognition Models via Diffusion Models
Mingsi Wang
Shuaiyin Yao
Chang Yue
Lijie Zhang
Guozhu Meng
DiffMAAML
107
0
0
27 Feb 2025
Unified Prompt Attack Against Text-to-Image Generation Models
Unified Prompt Attack Against Text-to-Image Generation Models
Duo Peng
Qiuhong Ke
Mark He Huang
Ping Hu
Jing Liu
89
1
0
23 Feb 2025
A Transfer Attack to Image Watermarks
A Transfer Attack to Image Watermarks
Yuepeng Hu
Zhengyuan Jiang
Moyang Guo
Neil Zhenqiang Gong
151
14
0
20 Feb 2025
PAR-AdvGAN: Improving Adversarial Attack Capability with Progressive Auto-Regression AdvGAN
PAR-AdvGAN: Improving Adversarial Attack Capability with Progressive Auto-Regression AdvGAN
Jiayu Zhang
Zhiyu Zhu
Xinyi Wang
Silin Liao
Zhibo Jin
Flora Salim
Huaming Chen
GAN
117
0
0
16 Feb 2025
Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object Detection
Amnesia as a Catalyst for Enhancing Black Box Pixel Attacks in Image Classification and Object Detection
Dongsu Song
Daehwa Ko
Jay Hoon Jung
AAML
102
0
0
10 Feb 2025
Enhancing Adversarial Transferability via Component-Wise Transformation
Enhancing Adversarial Transferability via Component-Wise Transformation
Hangyu Liu
Bo Peng
Pengxiang Ding
Donglin Wang
Donglin Wang
AAML
88
0
0
21 Jan 2025
Boosting Adversarial Transferability with Spatial Adversarial Alignment
Zhaoyu Chen
Haijing Guo
Kaixun Jiang
Jiyuan Fu
Xinyu Zhou
Dingkang Yang
Hao Tang
Yue Liu
Wenqiang Zhang
AAML
69
0
0
03 Jan 2025
Two Heads Are Better Than One: Averaging along Fine-Tuning to Improve Targeted Transferability
Two Heads Are Better Than One: Averaging along Fine-Tuning to Improve Targeted Transferability
Hui Zeng
Sanshuai Cui
Biwei Chen
Anjie Peng
AAML
121
0
0
31 Dec 2024
Texture- and Shape-based Adversarial Attacks for Vehicle Detection in
  Synthetic Overhead Imagery
Texture- and Shape-based Adversarial Attacks for Vehicle Detection in Synthetic Overhead Imagery
Mikael Yeghiazaryan
Sai Abhishek Siddhartha Namburu
Emily Kim
Stanislav Panev
Celso de Melo
Brent Lance
Fernando de la Torre
Jessica K. Hodgins
AAML
130
0
0
20 Dec 2024
Adversarial Hubness in Multi-Modal Retrieval
Adversarial Hubness in Multi-Modal Retrieval
Tingwei Zhang
Fnu Suya
Rishi Jha
Collin Zhang
Vitaly Shmatikov
AAML
171
1
0
18 Dec 2024
A Comprehensive Review of Adversarial Attacks on Machine Learning
A Comprehensive Review of Adversarial Attacks on Machine Learning
Syed Quiser Ahmed
Bharathi Vokkaliga Ganesh
Sathyanarayana Sampath Kumar
Prakhar Mishra
Ravi Anand
Bhanuteja Akurathi
AAML
94
0
0
16 Dec 2024
Transferable Adversarial Face Attack with Text Controlled Attribute
Transferable Adversarial Face Attack with Text Controlled Attribute
Wenyun Li
Zheng Zhang
X. Lan
D. Jiang
AAML
163
2
0
16 Dec 2024
RED: Robust Environmental Design
RED: Robust Environmental Design
Jinghan Yan
AAML
100
0
0
26 Nov 2024
UVCG: Leveraging Temporal Consistency for Universal Video Protection
UVCG: Leveraging Temporal Consistency for Universal Video Protection
KaiZhou Li
Jindong Gu
Xinchun Yu
Junjie Cao
Yansong Tang
Xiao-Ping Zhang
AAML
121
0
0
25 Nov 2024
Chain of Attack: On the Robustness of Vision-Language Models Against
  Transfer-Based Adversarial Attacks
Chain of Attack: On the Robustness of Vision-Language Models Against Transfer-Based Adversarial Attacks
Peng Xie
Yequan Bie
Jianda Mao
Yangqiu Song
Yang Wang
Hao Chen
Kani Chen
AAML
113
1
0
24 Nov 2024
Improving Transferable Targeted Attacks with Feature Tuning Mixup
Improving Transferable Targeted Attacks with Feature Tuning Mixup
K. Liang
Xuelong Dai
Yanjie Li
Dong Wang
Bin Xiao
AAML
525
0
0
23 Nov 2024
Enhancing Adversarial Robustness via Uncertainty-Aware Distributional
  Adversarial Training
Enhancing Adversarial Robustness via Uncertainty-Aware Distributional Adversarial Training
Junhao Dong
Xinghua Qu
Zhiyuan Wang
Yew-Soon Ong
AAML
91
1
0
05 Nov 2024
CausAdv: A Causal-based Framework for Detecting Adversarial Examples
CausAdv: A Causal-based Framework for Detecting Adversarial Examples
Hichem Debbi
CMLAAML
77
1
0
29 Oct 2024
Transferable Adversarial Attacks on SAM and Its Downstream Models
Transferable Adversarial Attacks on SAM and Its Downstream Models
Song Xia
Wenhan Yang
Yi Yu
Xun Lin
Henghui Ding
Lingyu Duan
Xudong Jiang
AAMLSILM
121
6
0
26 Oct 2024
GADT: Enhancing Transferable Adversarial Attacks through Gradient-guided
  Adversarial Data Transformation
GADT: Enhancing Transferable Adversarial Attacks through Gradient-guided Adversarial Data Transformation
Yating Ma
Xiaogang Xu
Liming Fang
Zhe Liu
AAML
57
1
0
24 Oct 2024
Conflict-Aware Adversarial Training
Conflict-Aware Adversarial Training
Zhiyu Xue
Haohan Wang
Yao Qin
Ramtin Pedarsani
AAML
68
0
0
21 Oct 2024
Model Mimic Attack: Knowledge Distillation for Provably Transferable
  Adversarial Examples
Model Mimic Attack: Knowledge Distillation for Provably Transferable Adversarial Examples
Kirill Lukyanov
Andrew Perminov
D. Turdakov
Mikhail Pautov
AAML
58
2
0
21 Oct 2024
PEAS: A Strategy for Crafting Transferable Adversarial Examples
PEAS: A Strategy for Crafting Transferable Adversarial Examples
Bar Avraham
Yisroel Mirsky
AAML
65
0
0
20 Oct 2024
Uncovering, Explaining, and Mitigating the Superficial Safety of
  Backdoor Defense
Uncovering, Explaining, and Mitigating the Superficial Safety of Backdoor Defense
Rui Min
Zeyu Qin
Nevin L. Zhang
Li Shen
Minhao Cheng
AAML
88
4
0
13 Oct 2024
S$^4$ST: A Strong, Self-transferable, faSt, and Simple Scale Transformation for Transferable Targeted Attack
S4^44ST: A Strong, Self-transferable, faSt, and Simple Scale Transformation for Transferable Targeted Attack
Yongxiang Liu
Bowen Peng
Li Liu
Xuzhao Li
381
0
0
13 Oct 2024
On the Adversarial Transferability of Generalized "Skip Connections"
On the Adversarial Transferability of Generalized "Skip Connections"
Yisen Wang
Yichuan Mo
Dongxian Wu
Mingjie Li
Xingjun Ma
Zhouchen Lin
AAML
61
2
0
11 Oct 2024
Understanding Model Ensemble in Transferable Adversarial Attack
Understanding Model Ensemble in Transferable Adversarial Attack
Wei Yao
Zeliang Zhang
Huayi Tang
Yong Liu
116
3
0
09 Oct 2024
LOTOS: Layer-wise Orthogonalization for Training Robust Ensembles
LOTOS: Layer-wise Orthogonalization for Training Robust Ensembles
A. Boroojeny
Hari Sundaram
Varun Chandrasekaran
AAML
60
1
0
07 Oct 2024
AnyAttack: Towards Large-scale Self-supervised Adversarial Attacks on Vision-language Models
AnyAttack: Towards Large-scale Self-supervised Adversarial Attacks on Vision-language Models
Jiaming Zhang
Junhong Ye
Xingjun Ma
Yige Li
Yunfan Yang
Jitao Sang
Dit-Yan Yeung
Dit-Yan Yeung
AAMLVLM
100
0
0
07 Oct 2024
Dormant: Defending against Pose-driven Human Image Animation
Dormant: Defending against Pose-driven Human Image Animation
Jiachen Zhou
Mingsi Wang
Tianlin Li
Guozhu Meng
Kai Chen
160
5
0
22 Sep 2024
ViTGuard: Attention-aware Detection against Adversarial Examples for
  Vision Transformer
ViTGuard: Attention-aware Detection against Adversarial Examples for Vision Transformer
Shihua Sun
Kenechukwu Nwodo
Shridatt Sugrim
Angelos Stavrou
Haining Wang
AAML
85
1
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20 Sep 2024
Learning to Learn Transferable Generative Attack for Person Re-Identification
Learning to Learn Transferable Generative Attack for Person Re-Identification
Yuan Bian
Min Liu
Xueping Wang
Yunfeng Ma
Yaonan Wang
AAMLOOD
163
1
0
06 Sep 2024
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