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Towards Stable and Efficient Adversarial Training against $l_1$ Bounded Adversarial Attacks

Sabine Süsstrunk, Mathieu Salzmann, Yulun Jiang, Chen Liu, Zhuoyi Huang

We address the problem of stably and efficiently training a deep neural network robust to adversarial perturbations bounded by an

l_1

norm. We demonstrate that achieving robustness against

l_1

-bounded perturbations is more challenging than in the

l_2

...

2023

Réseaux antagonistes génératifs

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VolRecon: Volume Rendering of Signed Ray Distance Functions for Generalizable Multi-View Reconstruction

Fast Adversarial Training With Adaptive Step Size

Deep Generative Models for Autonomous Driving: from Motion Forecasting to Realistic Image Synthesis

Learnable Wavelet Transform and Domain Adversarial Learning for Enhanced Bearing Fault Diagnosis

3DHumanGAN: 3D-Aware Human Image Generation with 3D Pose Mapping

Rethinking data augmentation for adversarial robustness

Neural ADMIXTURE for rapid genomic clustering

Smart filter aided domain adversarial neural network for fault diagnosis in noisy industrial scenarios

Adversarial vulnerability bounds for Gaussian process classification

Towards Stable and Efficient Adversarial Training against $l_1$ Bounded Adversarial Attacks

Learnable Wavelet Transform and Domain Adversarial Learning for Enhanced Bearing Fault Diagnosis

VolRecon: Volume Rendering of Signed Ray Distance Functions for Generalizable Multi-View Reconstruction

Deep Generative Models for Autonomous Driving: from Motion Forecasting to Realistic Image Synthesis

Fast Adversarial Training With Adaptive Step Size

3DHumanGAN: 3D-Aware Human Image Generation with 3D Pose Mapping

Neural ADMIXTURE for rapid genomic clustering

Rethinking data augmentation for adversarial robustness

Smart filter aided domain adversarial neural network for fault diagnosis in noisy industrial scenarios

Adversarial vulnerability bounds for Gaussian process classification

Towards Stable and Efficient Adversarial Training against $l_1$ Bounded Adversarial Attacks