Search Results for author: Sebastian Scher

Found 3 papers, 2 papers with code

Robustness of Machine Learning Models Beyond Adversarial Attacks

no code implementations21 Apr 2022 Sebastian Scher, Andreas Trügler

We show that the widely used concept of adversarial robustness and closely related metrics based on counterfactuals are not necessarily valid metrics for determining the robustness of ML models against perturbations that occur "naturally", outside specific adversarial attack scenarios.

Adversarial Attack Adversarial Robustness

Ensemble methods for neural network-based weather forecasts

1 code implementation13 Feb 2020 Sebastian Scher, Gabriele Messori

However, the skill of the neural network forecasts is systematically lower than that of state-of-the-art numerical weather prediction models.

Weather Forecasting

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