Identifying and Mitigating the Security Risks of Generative AI
Seiten
2024
now publishers Inc (Verlag)
978-1-63828-312-6 (ISBN)
now publishers Inc (Verlag)
978-1-63828-312-6 (ISBN)
Every major technical invention resurfaces the dual-use dilemma -- the new technology has the potential to be used for good as well as for harm. Generative AI (GenAI) techniques, such as large language models (LLMs) and diffusion models, have shown remarkable capabilities (e.g., in-context learning, code-completion, and text-to-image generation and editing). However, GenAI can be used just as well by attackers to generate new attacks and increase the velocity and efficacy of existing attacks.
This monograph reports the findings of a workshop held at Google (co-organized by Stanford University and the University of Wisconsin-Madison) on the dual-use dilemma posed by GenAI. This work is not meant to be comprehensive, but is rather an attempt to synthesize some of the interesting findings from the workshop. Short-term and long-term goals for the community on this topic are discussed. This work should provide both a launching point for a discussion on this important topic, as well as interesting problems that the research community can work to address.
This monograph reports the findings of a workshop held at Google (co-organized by Stanford University and the University of Wisconsin-Madison) on the dual-use dilemma posed by GenAI. This work is not meant to be comprehensive, but is rather an attempt to synthesize some of the interesting findings from the workshop. Short-term and long-term goals for the community on this topic are discussed. This work should provide both a launching point for a discussion on this important topic, as well as interesting problems that the research community can work to address.
1. Introduction
2. GenAI Capabilities
3. Attacks
4. Defenses
5. Short-Term Goals
6. Long-Term Goals
7. Conclusion
Acknowledgements
References
Erscheinungsdatum | 23.01.2024 |
---|---|
Reihe/Serie | Foundations and Trends® in Privacy and Security |
Verlagsort | Hanover |
Sprache | englisch |
Maße | 156 x 234 mm |
Gewicht | 110 g |
Themenwelt | Informatik ► Netzwerke ► Sicherheit / Firewall |
ISBN-10 | 1-63828-312-5 / 1638283125 |
ISBN-13 | 978-1-63828-312-6 / 9781638283126 |
Zustand | Neuware |
Haben Sie eine Frage zum Produkt? |
Mehr entdecken
aus dem Bereich
aus dem Bereich
Lehrbuch für Prüfung und Praxis
Buch | Softcover (2023)
Springer Fachmedien Wiesbaden GmbH (Verlag)
19,99 €
Wie Geheimdienste und Kriminelle uns im Netz infiltrieren
Buch | Hardcover (2023)
Wiley-VCH (Verlag)
24,99 €