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Generic PUF Obfuscation Scheme HDL Designs and ML Attack Experimental Source Code

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posted on 2024-09-25, 08:44 authored by Owen MillwoodOwen Millwood, Meltem Kurt Pehlivanoğlu, Elif Bilge Kavun, Prosanta GopeProsanta Gope, Jack Miskelly, Aryan Mohammadi PasikhaniAryan Mohammadi Pasikhani

Included are the HDL codes for reproducing the PUF obfuscation hardware designs, as well as the ML attack experimental code produced/used in Chapter 4 of the PhD Thesis 'Leveraging DRAM-based Physically Unclonable Functions for Enhancing Authentication in Resource-Constrained Applications' by Owen Millwood (also in publication [1]).

The dataset compatible with this code can be found using the following DOI: 10.15131/shef.data.26977279

[1] O. Millwood, M. K. Pehlivanoğlu, A. Mohammadi Pasikhani, J. Miskelly, P. Gope and E. B. Kavun, "A Generic Obfuscation Framework for Preventing ML-Attacks on Strong-PUFs through Exploitation of DRAM-PUFs," 2023 IEEE 8th European Symposium on Security and Privacy (EuroS&P), Delft, Netherlands, 2023, pp. 92-106, doi: 10.1109/EuroSP57164.2023.00015.

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