XOR Arbiter PUFs have Systematic Response Bias Nils Wisiol and - - PowerPoint PPT Presentation

xor arbiter pufs have systematic response bias
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XOR Arbiter PUFs have Systematic Response Bias Nils Wisiol and - - PowerPoint PPT Presentation

XOR Arbiter PUFs have Systematic Response Bias Nils Wisiol and Niklas Pirnay Financial Cryptography 2020 Kota Kinabalu 10 Feb 2020 nils.wisiol@tu-berlin.de niklas.pirnay@campus.tu-berlin.de 1 2 3 How To Start Your Financial Crypto


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XOR Arbiter PUFs have Systematic Response Bias

Nils Wisiol and Niklas Pirnay

Financial Cryptography 2020 · Kota Kinabalu · 10 Feb 2020 nils.wisiol@tu-berlin.de · niklas.pirnay@campus.tu-berlin.de

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1 2 How To Start Your Financial Crypto 2020 3

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Card Verification with PKI

public key nonce etc. s i g n a t u r e secret key

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Card Verification with PUFs

challenge r e s p

  • n

s e

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Arbiter PUF 101

Gassend, Blaise, Dwaine Clarke, Marten van Dijk, and Srinivas Devadas. “Delay-Based Circuit Authentication and Applications.” In Proceedings of the 2003 ACM Symposium on Applied Computing, 294–301. SAC ’03. New York, NY, USA: ACM, 2003. https://doi.org/10.1145/952532.952593.

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Arbiter PUF Variants: XOR Arbiter PUF

Suh, G. Edward, and Srinivas Devadas. “Physical Unclonable Functions for Device Authentication and Secret Key Generation.” In Proceedings

  • f the 44th Annual Design Automation Conference, 9–14. DAC ’07.

New York, NY, USA: ACM, 2007. https://doi.org/10.1145/1278480.1278484.

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Correlation Attack Reliability Attack Logistic Regression (LR) Attack LR Crypt- analysis

2002 2003

XOR Arbiter PUF

2008 2010 2015 2019

Interpose PUF Lightweight Secure PUF

2018 2007

Feed Forward Arbiter PUF Arbiter PUF

SVM

History of Arbiter-based PUFs

Divide-and- Conquer Attack

Permutation PUF

2020

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Interpose PUFs

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Lightweight Secure PUF

Majzoobi, Mehrdad, Farinaz Koushanfar, and Miodrag Potkonjak. “Lightweight Secure PUFs.” In Proceedings of the 2008 IEEE/ACM International Conference on Computer-Aided Design, 670–673. ICCAD ’08. Piscataway, NJ, USA: IEEE Press, 2008. http://dl.acm.org/cit ation.cfm?id=15094 56.1509603.

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Permutation PUF

Breaking the Lightweight Secure PUF: Understanding the Relation of Input Transformations and Machine Learning Resistance Nils Wisiol, Georg T Becker, Marian Margraf, Tudor A.

  • A. Soroceanu,

Johannes Tobisch, and Benjamin Zengin CARDIS 2019

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XOR Arbiter PUFs have Systematic Response Bias

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Proportion of XOR Arbiter PUFs that Pass NIST Test

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Proportion of XOR Arbiter PUFs that Pass NIST Test

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Conclusion for Novel Designs Keep the Bias in Mind

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Thank You!

All data and code freely available in pypuf:

github.com/nils-wisiol/pypuf nils.wisiol@tu-berlin.de ia.cr/2019/1091

XOR Arbiter PUFs have Systematic Response Bias

Short Paper

Nils Wisiol · {Freie, Technische} Univerität Berlin Niklas Pirnay · Technische Universität Berlin

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Arbiter PUF Models