/CAR-PUF

A linear machine-learning model to crack a Companion Arbiter-PUF (CAR-PUF).

Primary LanguagePython

CAR-PUF

This repository contains submission for the assignment of the course CS771 under Prof. Purushottam Kar in 2023-24-II semester (in group of six) at IIT Kanpur. Here, we have designed a linear model that can crack a Companion Arbiter PUF. We have tuned the hyperparameters appropriately and obtained an accuracy of 99.19% on the test data using the LinearSVC model with the squared-hinge loss function.

Dhruv Gupta (dhruvgupta22)
Pragati Agrawal (apragati22)
Pallav Goyal (pallavgoyal136)
Poojal Katiyar(Poojal04)
Saagar K V(Saagar2005)