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.
Author: | Amadeo Tunyi Tiembukong |
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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): | Urheberrechtlich geschützt |