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Adversarial Attack

50 papers with code · Adversarial

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Latest papers with code

Boundary Attack++: Query-Efficient Decision-Based Adversarial Attack

3 Apr 2019Jianbo-Lab/BAPP

Motivated by zeroth-order optimization, we develop Boundary Attack++, a family of algorithms based on a novel estimate of gradient direction using binary information at the decision boundary.

ADVERSARIAL ATTACK

5
03 Apr 2019

Curls & Whey: Boosting Black-Box Adversarial Attacks

2 Apr 2019walegahaha/Curls-Whey

On the one hand, existing iterative attacks add noises monotonically along the direction of gradient ascent, resulting in a lack of diversity and adaptability of the generated iterative trajectories.

ADVERSARIAL ATTACK

17
02 Apr 2019

The LogBarrier adversarial attack: making effective use of decision boundary information

25 Mar 2019cfinlay/logbarrier

Adversarial attacks formally correspond to an optimization problem: find a minimum norm image perturbation, constrained to cause misclassification.

ADVERSARIAL ATTACK IMAGE CLASSIFICATION

1
25 Mar 2019

Adversarial Attacks on Deep Neural Networks for Time Series Classification

17 Mar 2019hfawaz/ijcnn19attacks

Time Series Classification (TSC) problems are encountered in many real life data mining tasks ranging from medicine and security to human activity recognition and food safety.

ADVERSARIAL ATTACK HUMAN ACTIVITY RECOGNITION TIME SERIES TIME SERIES CLASSIFICATION

7
17 Mar 2019

Out-domain examples for generative models

7 Mar 2019pasquini-dario/OutDomainExamples

Deep generative models are being increasingly used in a wide variety of applications.

ADVERSARIAL ATTACK IMAGE GENERATION

4
07 Mar 2019

Wasserstein Adversarial Examples via Projected Sinkhorn Iterations

21 Feb 2019locuslab/projected_sinkhorn

In this paper, we propose a new threat model for adversarial attacks based on the Wasserstein distance.

ADVERSARIAL ATTACK ADVERSARIAL DEFENSE IMAGE CLASSIFICATION

27
21 Feb 2019

advertorch v0.1: An Adversarial Robustness Toolbox based on PyTorch

20 Feb 2019Cody2333/WassNet

advertorch is a toolbox for adversarial robustness research.

ADVERSARIAL ATTACK ADVERSARIAL DEFENSE

1
20 Feb 2019

On Evaluating Adversarial Robustness

18 Feb 2019evaluating-adversarial-robustness/adv-eval-paper

Correctly evaluating defenses against adversarial examples has proven to be extremely difficult.

ADVERSARIAL ATTACK ADVERSARIAL DEFENSE

119
18 Feb 2019