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Detecting Adversarial Samples from Artifacts

Detecting Adversarial Samples from Artifacts

1 March 2017
Reuben Feinman
Ryan R. Curtin
S. Shintre
Andrew B. Gardner
    AAML
ArXivPDFHTML

Papers citing "Detecting Adversarial Samples from Artifacts"

16 / 166 papers shown
Title
Improving Network Robustness against Adversarial Attacks with Compact
  Convolution
Improving Network Robustness against Adversarial Attacks with Compact Convolution
Rajeev Ranjan
S. Sankaranarayanan
Carlos D. Castillo
Rama Chellappa
AAML
24
14
0
03 Dec 2017
Towards Robust Neural Networks via Random Self-ensemble
Towards Robust Neural Networks via Random Self-ensemble
Xuanqing Liu
Minhao Cheng
Huan Zhang
Cho-Jui Hsieh
FedML
AAML
58
418
0
02 Dec 2017
MARGIN: Uncovering Deep Neural Networks using Graph Signal Analysis
MARGIN: Uncovering Deep Neural Networks using Graph Signal Analysis
Rushil Anirudh
Jayaraman J. Thiagarajan
R. Sridhar
T. Bremer
FAtt
AAML
23
12
0
15 Nov 2017
Detecting Adversarial Attacks on Neural Network Policies with Visual
  Foresight
Detecting Adversarial Attacks on Neural Network Policies with Visual Foresight
Yen-Chen Lin
Ming Liu
Min Sun
Jia-Bin Huang
AAML
29
48
0
02 Oct 2017
EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial
  Examples
EAD: Elastic-Net Attacks to Deep Neural Networks via Adversarial Examples
Pin-Yu Chen
Yash Sharma
Huan Zhang
Jinfeng Yi
Cho-Jui Hsieh
AAML
24
637
0
13 Sep 2017
Ensemble Methods as a Defense to Adversarial Perturbations Against Deep
  Neural Networks
Ensemble Methods as a Defense to Adversarial Perturbations Against Deep Neural Networks
Thilo Strauss
Markus Hanselmann
Andrej Junginger
Holger Ulmer
AAML
25
134
0
11 Sep 2017
Is Deep Learning Safe for Robot Vision? Adversarial Examples against the
  iCub Humanoid
Is Deep Learning Safe for Robot Vision? Adversarial Examples against the iCub Humanoid
Marco Melis
Ambra Demontis
Battista Biggio
Gavin Brown
Giorgio Fumera
Fabio Roli
AAML
21
98
0
23 Aug 2017
Adversarial Example Defenses: Ensembles of Weak Defenses are not Strong
Adversarial Example Defenses: Ensembles of Weak Defenses are not Strong
Warren He
James Wei
Xinyun Chen
Nicholas Carlini
D. Song
AAML
43
242
0
15 Jun 2017
Detecting Adversarial Image Examples in Deep Networks with Adaptive
  Noise Reduction
Detecting Adversarial Image Examples in Deep Networks with Adaptive Noise Reduction
Bin Liang
Hongcheng Li
Miaoqiang Su
Xirong Li
Wenchang Shi
Xiaofeng Wang
AAML
12
215
0
23 May 2017
Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection
  Methods
Adversarial Examples Are Not Easily Detected: Bypassing Ten Detection Methods
Nicholas Carlini
D. Wagner
AAML
61
1,842
0
20 May 2017
Extending Defensive Distillation
Extending Defensive Distillation
Nicolas Papernot
Patrick McDaniel
AAML
32
118
0
15 May 2017
Universal Adversarial Perturbations Against Semantic Image Segmentation
Universal Adversarial Perturbations Against Semantic Image Segmentation
J. H. Metzen
Mummadi Chaithanya Kumar
Thomas Brox
Volker Fischer
AAML
30
287
0
19 Apr 2017
Feature Squeezing: Detecting Adversarial Examples in Deep Neural
  Networks
Feature Squeezing: Detecting Adversarial Examples in Deep Neural Networks
Weilin Xu
David Evans
Yanjun Qi
AAML
25
1,233
0
04 Apr 2017
On the (Statistical) Detection of Adversarial Examples
On the (Statistical) Detection of Adversarial Examples
Kathrin Grosse
Praveen Manoharan
Nicolas Papernot
Michael Backes
Patrick McDaniel
AAML
39
709
0
21 Feb 2017
Adversarial examples in the physical world
Adversarial examples in the physical world
Alexey Kurakin
Ian Goodfellow
Samy Bengio
SILM
AAML
317
5,847
0
08 Jul 2016
Dropout as a Bayesian Approximation: Representing Model Uncertainty in
  Deep Learning
Dropout as a Bayesian Approximation: Representing Model Uncertainty in Deep Learning
Y. Gal
Zoubin Ghahramani
UQCV
BDL
287
9,156
0
06 Jun 2015
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