Search Results for author: Annika Stein

Found 2 papers, 1 papers with code

Improving robustness of jet tagging algorithms with adversarial training: exploring the loss surface

no code implementations25 Mar 2023 Annika Stein

In the field of high-energy physics, deep learning algorithms continue to gain in relevance and provide performance improvements over traditional methods, for example when identifying rare signals or finding complex patterns.

Jet Tagging

Improving Robustness of Jet Tagging Algorithms with Adversarial Training

1 code implementation25 Mar 2022 Annika Stein, Xavier Coubez, Spandan Mondal, Andrzej Novak, Alexander Schmidt

We investigate the classifier response to input data with injected mismodelings and probe the vulnerability of flavor tagging algorithms via application of adversarial attacks.

Classification Jet Tagging

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