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Adversarial Machine Learning at Scale
v1v2 (latest)

Adversarial Machine Learning at Scale

4 November 2016
Alexey Kurakin
Ian Goodfellow
Samy Bengio
    AAML
ArXiv (abs)PDFHTML

Papers citing "Adversarial Machine Learning at Scale"

50 / 1,610 papers shown
Title
Understanding The Robustness in Vision Transformers
Understanding The Robustness in Vision Transformers
Daquan Zhou
Zhiding Yu
Enze Xie
Chaowei Xiao
Anima Anandkumar
Jiashi Feng
J. Álvarez
ViT
156
193
0
26 Apr 2022
VITA: A Multi-Source Vicinal Transfer Augmentation Method for
  Out-of-Distribution Generalization
VITA: A Multi-Source Vicinal Transfer Augmentation Method for Out-of-Distribution Generalization
Minghui Chen
Cheng Wen
Feng Zheng
Fengxiang He
Ling Shao
OODD
51
5
0
25 Apr 2022
Fast AdvProp
Fast AdvProp
Jieru Mei
Yucheng Han
Yutong Bai
Yixiao Zhang
Yingwei Li
Xianhang Li
Alan Yuille
Cihang Xie
AAML
85
8
0
21 Apr 2022
Poisons that are learned faster are more effective
Poisons that are learned faster are more effective
Pedro Sandoval-Segura
Vasu Singla
Liam H. Fowl
Jonas Geiping
Micah Goldblum
David Jacobs
Tom Goldstein
89
17
0
19 Apr 2022
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based
  Retrieval
CgAT: Center-Guided Adversarial Training for Deep Hashing-Based Retrieval
Xunguang Wang
Yinqun Lin
Xuelong Li
AAMLGAN
82
7
0
18 Apr 2022
Residue-Based Natural Language Adversarial Attack Detection
Residue-Based Natural Language Adversarial Attack Detection
Vyas Raina
Mark Gales
AAML
72
12
0
17 Apr 2022
Towards Comprehensive Testing on the Robustness of Cooperative
  Multi-agent Reinforcement Learning
Towards Comprehensive Testing on the Robustness of Cooperative Multi-agent Reinforcement Learning
Jun Guo
Yonghong Chen
Yihang Hao
Zixin Yin
Yin Yu
Simin Li
AAML
106
34
0
17 Apr 2022
Revisiting the Adversarial Robustness-Accuracy Tradeoff in Robot
  Learning
Revisiting the Adversarial Robustness-Accuracy Tradeoff in Robot Learning
Mathias Lechner
Alexander Amini
Daniela Rus
T. Henzinger
AAML
91
10
0
15 Apr 2022
Anti-Adversarially Manipulated Attributions for Weakly Supervised
  Semantic Segmentation and Object Localization
Anti-Adversarially Manipulated Attributions for Weakly Supervised Semantic Segmentation and Object Localization
Jungbeom Lee
Eunji Kim
J. Mok
Sung-Hoon Yoon
WSOL
115
32
0
11 Apr 2022
Adaptive-Gravity: A Defense Against Adversarial Samples
Adaptive-Gravity: A Defense Against Adversarial Samples
Ali Mirzaeian
Zhi Tian
Sai Manoj P D
B. S. Latibari
I. Savidis
Houman Homayoun
Avesta Sasan
AAMLOOD
58
1
0
07 Apr 2022
Transfer Attacks Revisited: A Large-Scale Empirical Study in Real
  Computer Vision Settings
Transfer Attacks Revisited: A Large-Scale Empirical Study in Real Computer Vision Settings
Yuhao Mao
Chong Fu
Sai-gang Wang
S. Ji
Xuhong Zhang
Zhenguang Liu
Junfeng Zhou
A. Liu
R. Beyah
Ting Wang
AAML
105
19
0
07 Apr 2022
Optimization Models and Interpretations for Three Types of Adversarial
  Perturbations against Support Vector Machines
Optimization Models and Interpretations for Three Types of Adversarial Perturbations against Support Vector Machines
Wen Su
Qingna Li
Chunfeng Cui
AAML
55
1
0
07 Apr 2022
Masking Adversarial Damage: Finding Adversarial Saliency for Robust and
  Sparse Network
Masking Adversarial Damage: Finding Adversarial Saliency for Robust and Sparse Network
Byung-Kwan Lee
Junho Kim
Y. Ro
AAML
59
20
0
06 Apr 2022
Distilling Robust and Non-Robust Features in Adversarial Examples by
  Information Bottleneck
Distilling Robust and Non-Robust Features in Adversarial Examples by Information Bottleneck
Junho Kim
Byung-Kwan Lee
Yong Man Ro
AAML
64
46
0
06 Apr 2022
Experimental quantum adversarial learning with programmable
  superconducting qubits
Experimental quantum adversarial learning with programmable superconducting qubits
W. Ren
Weikang Li
Shibo Xu
Ke Wang
Wenjie Jiang
...
Zhen Wang
Jacob Biamonte
Chao Song
D. Deng
H. Wang
AAML
91
92
0
04 Apr 2022
FrequencyLowCut Pooling -- Plug & Play against Catastrophic Overfitting
FrequencyLowCut Pooling -- Plug & Play against Catastrophic Overfitting
Julia Grabinski
Steffen Jung
J. Keuper
Margret Keuper
AAML
77
22
0
01 Apr 2022
Robust and Accurate -- Compositional Architectures for Randomized
  Smoothing
Robust and Accurate -- Compositional Architectures for Randomized Smoothing
Miklós Z. Horváth
Mark Niklas Muller
Marc Fischer
Martin Vechev
UQCVAAML
67
14
0
01 Apr 2022
Adversarial Examples in Random Neural Networks with General Activations
Adversarial Examples in Random Neural Networks with General Activations
Andrea Montanari
Yuchen Wu
GANAAML
103
14
0
31 Mar 2022
Adversarial Speaker Distillation for Countermeasure Model on Automatic
  Speaker Verification
Adversarial Speaker Distillation for Countermeasure Model on Automatic Speaker Verification
Yen-Lun Liao
Xuan-Bo Chen
Chung-Che Wang
J. Jang
AAML
95
8
0
31 Mar 2022
Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive
  Benchmark Analysis and Beyond
Towards Robust Rain Removal Against Adversarial Attacks: A Comprehensive Benchmark Analysis and Beyond
Yi Yu
Wenhan Yang
Yap-Peng Tan
Alex C. Kot
AAML
103
65
0
31 Mar 2022
Investigating Top-$k$ White-Box and Transferable Black-box Attack
Investigating Top-kkk White-Box and Transferable Black-box Attack
Chaoning Zhang
Philipp Benz
Adil Karjauv
Jae-Won Cho
Kang Zhang
In So Kweon
87
44
0
30 Mar 2022
CNN Filter DB: An Empirical Investigation of Trained Convolutional
  Filters
CNN Filter DB: An Empirical Investigation of Trained Convolutional Filters
Paul Gavrikov
J. Keuper
AAML
107
31
0
29 Mar 2022
A Survey of Robust Adversarial Training in Pattern Recognition:
  Fundamental, Theory, and Methodologies
A Survey of Robust Adversarial Training in Pattern Recognition: Fundamental, Theory, and Methodologies
Zhuang Qian
Kaizhu Huang
Qiufeng Wang
Xu-Yao Zhang
OODAAMLObjD
128
73
0
26 Mar 2022
Improving Robustness of Jet Tagging Algorithms with Adversarial Training
Improving Robustness of Jet Tagging Algorithms with Adversarial Training
Annika Stein
X. Coubez
S. Mondal
A. Novák
A. Schmidt
AAML
58
5
0
25 Mar 2022
Enhancing Transferability of Adversarial Examples with Spatial Momentum
Enhancing Transferability of Adversarial Examples with Spatial Momentum
Guoqiu Wang
Huanqian Yan
Xingxing Wei
AAML
74
9
0
25 Mar 2022
A Perturbation-Constrained Adversarial Attack for Evaluating the
  Robustness of Optical Flow
A Perturbation-Constrained Adversarial Attack for Evaluating the Robustness of Optical Flow
Jenny Schmalfuss
Philipp Scholze
Andrés Bruhn
AAML
81
19
0
24 Mar 2022
Enhancing Classifier Conservativeness and Robustness by Polynomiality
Enhancing Classifier Conservativeness and Robustness by Polynomiality
Ziqi Wang
Marco Loog
AAML
46
3
0
23 Mar 2022
Powerful Physical Adversarial Examples Against Practical Face
  Recognition Systems
Powerful Physical Adversarial Examples Against Practical Face Recognition Systems
Inderjeet Singh
Toshinori Araki
Kazuya Kakizaki
AAML
101
13
0
23 Mar 2022
Self-supervised Learning of Adversarial Example: Towards Good
  Generalizations for Deepfake Detection
Self-supervised Learning of Adversarial Example: Towards Good Generalizations for Deepfake Detection
Liang Chen
Yong Zhang
Yibing Song
Lingqiao Liu
Jue Wang
AAML
139
212
0
23 Mar 2022
On The Robustness of Offensive Language Classifiers
On The Robustness of Offensive Language Classifiers
Jonathan Rusert
Zubair Shafiq
P. Srinivasan
AAML
43
13
0
21 Mar 2022
An Intermediate-level Attack Framework on The Basis of Linear Regression
An Intermediate-level Attack Framework on The Basis of Linear Regression
Yiwen Guo
Qizhang Li
W. Zuo
Hao Chen
99
14
0
21 Mar 2022
What Do Adversarially trained Neural Networks Focus: A Fourier
  Domain-based Study
What Do Adversarially trained Neural Networks Focus: A Fourier Domain-based Study
Binxiao Huang
Chaofan Tao
R. Lin
Ngai Wong
AAMLOOD
60
3
0
16 Mar 2022
Attacking deep networks with surrogate-based adversarial black-box
  methods is easy
Attacking deep networks with surrogate-based adversarial black-box methods is easy
Nicholas A. Lord
Romain Mueller
Luca Bertinetto
AAMLMLAU
141
25
0
16 Mar 2022
LAS-AT: Adversarial Training with Learnable Attack Strategy
LAS-AT: Adversarial Training with Learnable Attack Strategy
Xiaojun Jia
Yong Zhang
Baoyuan Wu
Ke Ma
Jue Wang
Xiaochun Cao
AAML
76
140
0
13 Mar 2022
Attacks as Defenses: Designing Robust Audio CAPTCHAs Using Attacks on
  Automatic Speech Recognition Systems
Attacks as Defenses: Designing Robust Audio CAPTCHAs Using Attacks on Automatic Speech Recognition Systems
H. Abdullah
Aditya Karlekar
S. Prasad
Muhammad Sajidur Rahman
Logan Blue
L. A. Bauer
Vincent Bindschaedler
Patrick Traynor
AAML
65
3
0
10 Mar 2022
SoK: On the Semantic AI Security in Autonomous Driving
SoK: On the Semantic AI Security in Autonomous Driving
Junjie Shen
Ningfei Wang
Ziwen Wan
Yunpeng Luo
Takami Sato
...
Zhenyu Zhong
Kang Li
Ziming Zhao
Chunming Qiao
Qi Alfred Chen
AAML
84
41
0
10 Mar 2022
Reverse Engineering $\ell_p$ attacks: A block-sparse optimization
  approach with recovery guarantees
Reverse Engineering ℓp\ell_pℓp​ attacks: A block-sparse optimization approach with recovery guarantees
D. Thaker
Paris V. Giampouras
René Vidal
AAML
46
6
0
09 Mar 2022
Robust Federated Learning Against Adversarial Attacks for Speech Emotion
  Recognition
Robust Federated Learning Against Adversarial Attacks for Speech Emotion Recognition
Yi Chang
Sofiane Laridi
Zhao Ren
Gregory Palmer
Björn W. Schuller
M. Fisichella
FedMLAAML
72
14
0
09 Mar 2022
Practical No-box Adversarial Attacks with Training-free Hybrid Image Transformation
Practical No-box Adversarial Attacks with Training-free Hybrid Image Transformation
Qilong Zhang
Chaoning Zhang
Chaoning Zhang
Chaoqun Li
Xuanhan Wang
Jingkuan Song
Lianli Gao
AAML
166
21
0
09 Mar 2022
ART-Point: Improving Rotation Robustness of Point Cloud Classifiers via
  Adversarial Rotation
ART-Point: Improving Rotation Robustness of Point Cloud Classifiers via Adversarial Rotation
Robin Wang
Yibo Yang
Dacheng Tao
3DPC
119
18
0
08 Mar 2022
aaeCAPTCHA: The Design and Implementation of Audio Adversarial CAPTCHA
aaeCAPTCHA: The Design and Implementation of Audio Adversarial CAPTCHA
Md. Imran Hossen
X. Hei
71
5
0
05 Mar 2022
3D Common Corruptions and Data Augmentation
3D Common Corruptions and Data Augmentation
Oğuzhan Fatih Kar
Teresa Yeo
Andrei Atanov
Amir Zamir
3DPC
130
114
0
02 Mar 2022
MIAShield: Defending Membership Inference Attacks via Preemptive
  Exclusion of Members
MIAShield: Defending Membership Inference Attacks via Preemptive Exclusion of Members
Ismat Jarin
Birhanu Eshete
82
10
0
02 Mar 2022
Benchmarking Robustness of Deep Learning Classifiers Using Two-Factor
  Perturbation
Benchmarking Robustness of Deep Learning Classifiers Using Two-Factor Perturbation
Wei Dai
Daniel Berleant
VLMAAML
64
8
0
02 Mar 2022
Global-Local Regularization Via Distributional Robustness
Global-Local Regularization Via Distributional Robustness
Hoang Phan
Trung Le
Trung-Nghia Phung
Tu Bui
Nhat Ho
Dinh Q. Phung
OOD
91
13
0
01 Mar 2022
Towards Robust Off-policy Learning for Runtime Uncertainty
Towards Robust Off-policy Learning for Runtime Uncertainty
Da Xu
Yuting Ye
Chuanwei Ruan
Bo Yang
OffRL
57
5
0
27 Feb 2022
Measuring CLEVRness: Blackbox testing of Visual Reasoning Models
Measuring CLEVRness: Blackbox testing of Visual Reasoning Models
Spyridon Mouselinos
Henryk Michalewski
Mateusz Malinowski
69
3
0
24 Feb 2022
Robust Probabilistic Time Series Forecasting
Robust Probabilistic Time Series Forecasting
Taeho Yoon
Youngsuk Park
Ernest K. Ryu
Yuyang Wang
AAMLAI4TS
61
18
0
24 Feb 2022
Adversarial Attacks on Speech Recognition Systems for Mission-Critical
  Applications: A Survey
Adversarial Attacks on Speech Recognition Systems for Mission-Critical Applications: A Survey
Ngoc Dung Huynh
Mohamed Reda Bouadjenek
Imran Razzak
Kevin Lee
Chetan Arora
Ali Hassani
A. Zaslavsky
AAML
65
6
0
22 Feb 2022
Learning Representations Robust to Group Shifts and Adversarial Examples
Learning Representations Robust to Group Shifts and Adversarial Examples
Ming-Chang Chiu
Xuezhe Ma
OOD
49
0
0
18 Feb 2022
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