El Norte by Carrie Gibson

El Norte by Carrie Gibson

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. To achieve this goal, it develops a generic framework for the assessment of these PUFs based on two main approaches. First, with regard to the inherent physical characteristics, it establishes fit-for-purpose mathematical representations of the PUFs mentioned above, which adequately reflect the physical behavior of these primitives. To this end, notions and formalizations that are already familiar to the ML theory world are reintroduced in order to give a better understanding of why, how, and to what extent ML attacks against PUFs can be feasible in practice. Second, the book explores polynomial time ML algorithms, which can learn the PUFs under the appropriate representation. More importantly, in contrast to previous ML approaches, the framework presented here ensures not only the accuracy of the model mimicking the behavior of the PUF, but also the delivery of such a model.

Besides off-the-shelf ML algorithms, the book applies a set of algorithms hailing from the field of property testing, which can help to evaluate the security of PUFs. They serve as a toolbox, from which PUF designers and manufacturers can choose the indicators most relevant for their requirements. Last but not least, on the basis of learning theory concepts, the book explicitly states that the PUF families cannot be considered as an ultimate solution to the problem of insecure ICs. As such, it provides essential insights into both academic research on and the design and manufacturing of PUFs.​

Carrie Gibson is the author of the acclaimed Empire's Crossroads: A History of the Caribbean From Columbus to the Present Day. She received a PhD from Cambridge University, focusing on the Spanish Caribbean in the era of the Haitian Revolution, and has worked as a journalist for the Guardian and contributed to other publications, as well as the BBC. She has done research across Mexico, the West Indies, and the United States. She lives in London.

SKU	Unavailable
ISBN 13	9780802148360
ISBN 10	0802148360
Title	El Norte
Author	Carrie Gibson
Condition	Unavailable
Binding Type	Paperback
Publisher	Grove Press / Atlantic Monthly Press
Year published	2020-02-18
Number of pages	576
Cover note	Book picture is for illustrative purposes only, actual binding, cover or edition may vary.