Towards AI forensics: did the artificial intelligence system do it?
- Artificial intelligence (AI) makes decisions impacting our daily lives in an increasingly autonomous manner. Their actions might cause accidents, harm, or, more generally, violate regulations. Determining whether an AI caused a specific event and, if so, what triggered the AI’s action, are key forensic questions. We provide a conceptualization of the problems and strategies for forensic investigation. We focus on AI that is potentially “malicious by design” and gray box analysis. Our evaluation using convolutional neural networks illustrates challenges and ideas for identifying malicious AI.
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| Author: | Johannes Schneider, Frank BreitingerORCiDGND |
|---|---|
| URN: | urn:nbn:de:bvb:384-opus4-1175545 |
| Frontdoor URL | https://opus.bibliothek.uni-augsburg.de/opus4/117554 |
| ISSN: | 2214-2126OPAC |
| Parent Title (English): | Journal of Information Security and Applications |
| Publisher: | Elsevier BV |
| Type: | Article |
| Language: | English |
| Year of first Publication: | 2023 |
| Publishing Institution: | Universität Augsburg |
| Release Date: | 2024/12/16 |
| Volume: | 76 |
| First Page: | 103517 |
| DOI: | https://doi.org/10.1016/j.jisa.2023.103517 |
| Institutes: | Fakultät für Angewandte Informatik |
| Fakultät für Angewandte Informatik / Institut für Informatik | |
| Fakultät für Angewandte Informatik / Institut für Informatik / Lehrstuhl für Cybersicherheit | |
| Dewey Decimal Classification: | 0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik |
| Licence (German): |  CC-BY 4.0: Creative Commons: Namensnennung (mit Print on Demand) |
