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Semi-Honest Verifier Generic PUF Obfuscation Scheme HDL Designs and ML_MA Experimental Code

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posted on 2024-09-25, 08:44 authored by Owen MillwoodOwen Millwood, Meltem Kurt Pehlivanoğlu, Elif Bilge Kavun, Biplab Sikdar, Fei Hongming, Prosanta GopeProsanta Gope

Includes the Delay PUF datasets, Hardware description language (HDL) code and machine learning code used for the experiments which will allow you to recreate/modify the experimental work undertaken in Chapter 5 of the PhD thesis 'Leveraging DRAM-based Physically Unclonable Functions for Enhancing Authentication in Resource-Constrained Applications' by Owen Millwood (and the key publication [1]).

The HDL code will enable synthesis of the hardware design of the PUF Obfuscation scheme used in the work. The ML_MA code will allow you to recreate the attacks used for demonstration in PyPuf.

The dataset compatible with this code can be found using the following DOI: 10.15131/shef.data.26977237

[1] O. Millwood et al., "A Privacy-Preserving Protocol Level Approach to Prevent Machine Learning Modelling Attacks on PUFs in the Presence of Semi-Honest Verifiers," 2023 IEEE International Symposium on Hardware Oriented Security and Trust (HOST), San Jose, CA, USA, 2023, pp. 326-336, doi: 10.1109/HOST55118.2023.10133804.

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