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On the Learnability of Physically Unclonable Functions
This book addresses the issue of Machine Learning (ML) attacks on Integrated Circuits through Physical Unclonable Functions (PUFs). It provides the mathematical proofs of the vulnerability of various PUF families, including Arbiter, XOR Arbiter, ring-oscillator, and bistable ring PUFs, to ML attacks...
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| Format: | e-Book |
| Language: | English |
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Cham :
Springer International Publishing : Imprint: Springer,
2018.
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| Edition: | 1st ed. 2018. |
| Series: | T-Labs Series in Telecommunication Services,
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| Online Access: | Full-text access View in OPAC |
Table of Contents:
- Introduction
- Definitions and Preliminaries
- PAC Learning of Arbiter PUFs
- PAC Learning of XOR Arbiter PUFs
- PAC Learning of Ring Oscillator PUFs
- PAC Learning of Bistable Ring PUFs
- Follow-up
- Conclusion.