Publications associées à Modèle mathématique

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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

Modèle mathématique

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A mathematical model that integrates cardiac electrophysiology, mechanics, and fluid dynamics: Application to the human left heart

Plug-and-play adaptive surrogate modeling of parametric nonlinear dynamics in frequency domain

Localized model order reduction and domain decomposition methods for coupled heterogeneous systems

A combined genetic algorithm and active learning approach to build and test surrogate models in Process Systems Engineering

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

Byzantine Machine Learning: A Primer

Fast Adversarial Training With Adaptive Step Size

The future of human-centric eXplainable Artificial Intelligence (XAI) is not post-hoc explanations

Balanceable Coupled Piezoelectric NEMS Resonators

A Comprehensive Timing Model for Accurate Frequency Tuning in Dataflow Circuits

A mathematical model that integrates cardiac electrophysiology, mechanics, and fluid dynamics: Application to the human left heart

Plug-and-play adaptive surrogate modeling of parametric nonlinear dynamics in frequency domain

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

A Comprehensive Timing Model for Accurate Frequency Tuning in Dataflow Circuits

A combined genetic algorithm and active learning approach to build and test surrogate models in Process Systems Engineering

Byzantine Machine Learning: A Primer

The future of human-centric eXplainable Artificial Intelligence (XAI) is not post-hoc explanations

Balanceable Coupled Piezoelectric NEMS Resonators

Localized model order reduction and domain decomposition methods for coupled heterogeneous systems

Fast Adversarial Training With Adaptive Step Size