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Explaining and Harnessing Adversarial Examples

Explaining and Harnessing Adversarial Examples

20 December 2014
Ian Goodfellow
Jonathon Shlens
Christian Szegedy
    AAML
    GAN
ArXivPDFHTML

Papers citing "Explaining and Harnessing Adversarial Examples"

50 / 3,555 papers shown
Title
Learn A Flexible Exploration Model for Parameterized Action Markov Decision Processes
Zijian Wang
Bin Wang
Mingwen Shao
Hongbo Dou
Boxiang Tao
38
0
0
06 Jan 2025
Persistence of Backdoor-based Watermarks for Neural Networks: A Comprehensive Evaluation
Persistence of Backdoor-based Watermarks for Neural Networks: A Comprehensive Evaluation
Anh Tu Ngo
Chuan Song Heng
Nandish Chattopadhyay
Anupam Chattopadhyay
AAML
219
0
0
06 Jan 2025
Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks
Tougher Text, Smarter Models: Raising the Bar for Adversarial Defence Benchmarks
Yang Wang
Chenghua Lin
ELM
40
0
0
05 Jan 2025
Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-50
Exploring Secure Machine Learning Through Payload Injection and FGSM Attacks on ResNet-50
Umesh Yadav
Suman Niraula
Gaurav Kumar Gupta
Bicky Yadav
SILM
42
0
0
04 Jan 2025
Familiarity-Based Open-Set Recognition Under Adversarial Attacks
Familiarity-Based Open-Set Recognition Under Adversarial Attacks
Philip Enevoldsen
Christian Gundersen
Nico Lang
Serge Belongie
Christian Igel
69
1
0
03 Jan 2025
Region-Guided Attack on the Segment Anything Model (SAM)
Region-Guided Attack on the Segment Anything Model (SAM)
Xiaoliang Liu
Furao Shen
Jian Zhao
AAML
28
0
0
03 Jan 2025
Standard-Deviation-Inspired Regularization for Improving Adversarial Robustness
Standard-Deviation-Inspired Regularization for Improving Adversarial Robustness
Olukorede Fakorede
Modeste Atsague
Jin Tian
AAML
42
0
0
31 Dec 2024
A Robust Adversarial Ensemble with Causal (Feature Interaction) Interpretations for Image Classification
A Robust Adversarial Ensemble with Causal (Feature Interaction) Interpretations for Image Classification
Chunheng Zhao
P. Pisu
G. Comert
N. Begashaw
Varghese Vaidyan
Nina Christine Hubig
AAML
37
0
0
31 Dec 2024
A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs
A High Dimensional Statistical Model for Adversarial Training: Geometry and Trade-Offs
Kasimir Tanner
Matteo Vilucchio
Bruno Loureiro
Florent Krzakala
AAML
63
0
0
31 Dec 2024
New Perspectives on Regularization and Computation in Optimal Transport-Based Distributionally Robust Optimization
New Perspectives on Regularization and Computation in Optimal Transport-Based Distributionally Robust Optimization
Soroosh Shafieezadeh-Abadeh
Liviu Aolaritei
Florian Dorfler
Daniel Kuhn
66
20
0
31 Dec 2024
MAFT: Efficient Model-Agnostic Fairness Testing for Deep Neural Networks via Zero-Order Gradient Search
MAFT: Efficient Model-Agnostic Fairness Testing for Deep Neural Networks via Zero-Order Gradient Search
Zhaohui Wang
Min Zhang
Jingran Yang
Bojie Shao
Min Zhang
56
4
0
31 Dec 2024
RobustBlack: Challenging Black-Box Adversarial Attacks on State-of-the-Art Defenses
RobustBlack: Challenging Black-Box Adversarial Attacks on State-of-the-Art Defenses
Mohamed Djilani
Salah Ghamizi
Maxime Cordy
45
0
0
31 Dec 2024
Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning
Defending Multimodal Backdoored Models by Repulsive Visual Prompt Tuning
Zhifang Zhang
Shuo He
Bingquan Shen
Lei Feng
Lei Feng
AAML
57
0
0
29 Dec 2024
ErasableMask: A Robust and Erasable Privacy Protection Scheme against Black-box Face Recognition Models
ErasableMask: A Robust and Erasable Privacy Protection Scheme against Black-box Face Recognition Models
Sipeng Shen
Yunming Zhang
Dengpan Ye
Xiuwen Shi
Long Tang
Haoran Duan
Yueyun Shang
Zhihong Tian
AAML
PICV
86
0
0
22 Dec 2024
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification
Forget Vectors at Play: Universal Input Perturbations Driving Machine Unlearning in Image Classification
Changchang Sun
Ren Wang
Yihua Zhang
Jinghan Jia
Jiancheng Liu
Gaowen Liu
Sijia Liu
Yan Yan
AAML
MU
97
0
0
21 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
90
1
0
18 Dec 2024
UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion Models
UIBDiffusion: Universal Imperceptible Backdoor Attack for Diffusion Models
Yuning Han
Bingyin Zhao
Rui Chu
Feng Luo
Biplab Sikdar
Yingjie Lao
DiffM
AAML
100
1
0
16 Dec 2024
Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models
Nearly Zero-Cost Protection Against Mimicry by Personalized Diffusion Models
Namhyuk Ahn
Kiyoon Yoo
Wonhyuk Ahn
Daesik Kim
Seung-Hun Nam
AAML
WIGM
DiffM
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
83
1
0
16 Dec 2024
PGD-Imp: Rethinking and Unleashing Potential of Classic PGD with Dual Strategies for Imperceptible Adversarial Attacks
PGD-Imp: Rethinking and Unleashing Potential of Classic PGD with Dual Strategies for Imperceptible Adversarial Attacks
Jin Li
Zitong Yu
Ziqiang He
Zhong Wang
Xiangui Kang
AAML
84
0
0
15 Dec 2024
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning
RegMixMatch: Optimizing Mixup Utilization in Semi-Supervised Learning
Haorong Han
Jidong Yuan
Chixuan Wei
Zhongyang Yu
256
1
0
14 Dec 2024
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection
Frequency-Guided Diffusion Model with Perturbation Training for Skeleton-Based Video Anomaly Detection
Xiaofeng Tan
Hongsong Wang
Xin Geng
Liang Wang
DiffM
AAML
VGen
99
0
0
04 Dec 2024
OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations
OODFace: Benchmarking Robustness of Face Recognition under Common Corruptions and Appearance Variations
Caixin Kang
Yubo Chen
Shouwei Ruan
Shiji Zhao
Ruochen Zhang
Jiayi Wang
Shan Fu
Xingxing Wei
CVBM
79
0
0
03 Dec 2024
DiffPatch: Generating Customizable Adversarial Patches using Diffusion Models
DiffPatch: Generating Customizable Adversarial Patches using Diffusion Models
Zhixiang Wang
Guangnan Ye
Xinyu Wang
Siheng Chen
Zhilin Wang
Xingjun Ma
Yu-Gang Jiang
AAML
DiffM
106
0
0
02 Dec 2024
Fall Leaf Adversarial Attack on Traffic Sign Classification
Fall Leaf Adversarial Attack on Traffic Sign Classification
Anthony Etim
Jakub Szefer
AAML
79
3
0
27 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
227
0
0
23 Nov 2024
Adversarial Prompt Distillation for Vision-Language Models
Adversarial Prompt Distillation for Vision-Language Models
Lin Luo
Xin Wang
Bojia Zi
Shihao Zhao
Xingjun Ma
Yu-Gang Jiang
AAML
VLM
89
2
0
22 Nov 2024
Exploring the Robustness and Transferability of Patch-Based Adversarial Attacks in Quantized Neural Networks
Exploring the Robustness and Transferability of Patch-Based Adversarial Attacks in Quantized Neural Networks
Amira Guesmi
B. Ouni
Mohamed Bennai
AAML
79
0
0
22 Nov 2024
AI-generated Image Detection: Passive or Watermark?
AI-generated Image Detection: Passive or Watermark?
Moyang Guo
Yuepeng Hu
Zhengyuan Jiang
Zeyu Li
Amir Sadovnik
Arka Daw
Neil Zhenqiang Gong
86
1
0
20 Nov 2024
Towards Million-Scale Adversarial Robustness Evaluation With Stronger Individual Attacks
Towards Million-Scale Adversarial Robustness Evaluation With Stronger Individual Attacks
Yong Xie
Weijie Zheng
Hanxun Huang
Guangnan Ye
Xingjun Ma
AAML
74
1
0
20 Nov 2024
Exploring the Adversarial Vulnerabilities of Vision-Language-Action Models in Robotics
Exploring the Adversarial Vulnerabilities of Vision-Language-Action Models in Robotics
Taowen Wang
Dongfang Liu
James Liang
Wenhao Yang
Qifan Wang
Cheng Han
Jiebo Luo
Ruixiang Tang
Ruixiang Tang
AAML
84
3
0
18 Nov 2024
IAE: Irony-based Adversarial Examples for Sentiment Analysis Systems
IAE: Irony-based Adversarial Examples for Sentiment Analysis Systems
Xiaoyin Yi
Jiacheng Huang
AAML
65
0
0
12 Nov 2024
Adversarial Detection with a Dynamically Stable System
Adversarial Detection with a Dynamically Stable System
Xiaowei Long
Jie Lin
Xiangyuan Yang
AAML
43
0
0
11 Nov 2024
Attention Masks Help Adversarial Attacks to Bypass Safety Detectors
Attention Masks Help Adversarial Attacks to Bypass Safety Detectors
Yunfan Shi
AAML
37
0
0
07 Nov 2024
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging
Game-Theoretic Defenses for Robust Conformal Prediction Against Adversarial Attacks in Medical Imaging
Rui Luo
Jie Bao
Zhixin Zhou
Chuangyin Dang
MedIm
AAML
45
5
0
07 Nov 2024
ARQ: A Mixed-Precision Quantization Framework for Accurate and Certifiably Robust DNNs
ARQ: A Mixed-Precision Quantization Framework for Accurate and Certifiably Robust DNNs
Yuchen Yang
Shubham Ugare
Yifan Zhao
Gagandeep Singh
Sasa Misailovic
MQ
35
0
0
31 Oct 2024
FAIR-TAT: Improving Model Fairness Using Targeted Adversarial Training
FAIR-TAT: Improving Model Fairness Using Targeted Adversarial Training
Tejaswini Medi
Steffen Jung
M. Keuper
AAML
44
3
0
30 Oct 2024
TACO: Adversarial Camouflage Optimization on Trucks to Fool Object Detectors
TACO: Adversarial Camouflage Optimization on Trucks to Fool Object Detectors
Adonisz Dimitriu
Tamás Michaletzky
Viktor Remeli
AAML
225
0
0
28 Oct 2024
Evaluating the Robustness of LiDAR Point Cloud Tracking Against Adversarial Attack
Evaluating the Robustness of LiDAR Point Cloud Tracking Against Adversarial Attack
Shengjing Tian
Yinan Han
Xiantong Zhao
Bin Liu
Xiuping Liu
AAML
26
0
0
28 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
AAML
SILM
66
6
0
26 Oct 2024
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
DiffM
AAML
38
0
0
22 Oct 2024
Discriminating image representations with principal distortions
Discriminating image representations with principal distortions
Jenelle Feather
David Lipshutz
Sarah E. Harvey
Alex H. Williams
Eero P. Simoncelli
36
1
0
20 Oct 2024
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples
NaturalBench: Evaluating Vision-Language Models on Natural Adversarial Samples
Baiqi Li
Zhiqiu Lin
Wenxuan Peng
Jean de Dieu Nyandwi
Daniel Jiang
Zixian Ma
Simran Khanuja
Ranjay Krishna
Graham Neubig
Deva Ramanan
AAML
CoGe
VLM
71
22
0
18 Oct 2024
Boosting Imperceptibility of Stable Diffusion-based Adversarial Examples
  Generation with Momentum
Boosting Imperceptibility of Stable Diffusion-based Adversarial Examples Generation with Momentum
Nashrah Haque
Xiang Li
Zhehui Chen
Yanzhao Wu
Lei Yu
Arun Iyengar
Wenqi Wei
DiffM
AAML
33
0
0
17 Oct 2024
Artificial Kuramoto Oscillatory Neurons
Artificial Kuramoto Oscillatory Neurons
Takeru Miyato
Sindy Löwe
Andreas Geiger
Max Welling
AI4CE
80
6
0
17 Oct 2024
Estimating the Probabilities of Rare Outputs in Language Models
Estimating the Probabilities of Rare Outputs in Language Models
Gabriel Wu
Jacob Hilton
AAML
UQCV
53
2
0
17 Oct 2024
Efficient Optimization Algorithms for Linear Adversarial Training
Efficient Optimization Algorithms for Linear Adversarial Training
Antônio H. Ribeiro
Thomas B. Schon
Dave Zahariah
Francis Bach
AAML
55
1
0
16 Oct 2024
Robust 3D Point Clouds Classification based on Declarative Defenders
Robust 3D Point Clouds Classification based on Declarative Defenders
Kaidong Li
Tianxiao Zhang
Cuncong Zhong
Zizhuo Zhang
G. Wang
3DPC
50
1
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
165
0
0
13 Oct 2024
Natural Language Induced Adversarial Images
Natural Language Induced Adversarial Images
Xiaopei Zhu
Peiyang Xu
Guanning Zeng
Yingpeng Dong
Xiaolin Hu
AAML
33
0
0
11 Oct 2024
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