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Counterfactual Explanations vs Adversarial Examples: An Investigation on their Differences

  • In this work, we identify similarities between Adversarial Examples and Counterfactual Explanations, extend already stated differences from previous works to other fields of AI such as dimensionality, transferability etc. and try to observe these similarities and differences in different classifier with tabular and image data. We note that this topic is an open discussion and the work here isn’t definite and canbe further extended or modified in the future, if new discoveries found.

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Metadaten
Author:Amadeo Tunyi Tiembukong
Advisor:David Nebel, Thomas Villmann
Document Type:Bachelor Thesis
Language:English
Year of Completion:2023
Publishing Institution:Hochschule Mittweida
Granting Institution:Hochschule Mittweida
Date of final exam:2023/09/27
Release Date:2024/04/08
GND Keyword:Künstliche Intelligenz
Page Number:73
Institutes:Angewandte Computer‐ und Bio­wissen­schaften
DDC classes:006.3 künstliche Intelligenz
Open Access:Frei zugänglich
Licence (German):License LogoUrheberrechtlich geschützt