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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Bibliographic Details
Main Author: Ganji, Fatemeh (Author)
Format: Electronic eBook
Language:English
Published: Cham : Springer International Publishing, 2018.
Edition:1st ed. 2018.
Series:T-Labs Series in Telecommunication Services,
Subjects:
Computational intelligence.
Coding theory.
Information theory.
Computer science-Mathematics.
Computer mathematics.
Electronic circuits.
ISBN:9783319767178
ISSN:2192-2810
Online Access: Get full text
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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.

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