FPGA-based Physical Unclonable Functions: A comprehensive overview of theory and architectures

NN Anandakumar, MS Hashmi, M Tehranipoor - Integration, 2021 - Elsevier
Abstract Physically Unclonable Functions (PUFs) are a promising technology and have
been proposed as central building blocks in many cryptographic protocols and security …

A mutual security authentication method for RFID-PUF circuit based on deep learning

W Liang, S Xie, D Zhang, X Li, KC Li - ACM Transactions on Internet …, 2021 - dl.acm.org
The Industrial Internet of Things (IIoT) is designed to refine and optimize the process
controls, thereby leveraging improvements in economic benefits, such as efficiency and …

Deep learning based model building attacks on arbiter PUF compositions

P Santikellur, A Bhattacharyay… - Cryptology ePrint …, 2019 - eprint.iacr.org
Robustness to modeling attacks is an important requirement for PUF circuits. Several
reported Arbiter PUF com-positions have resisted modeling attacks. and often require huge …

PUFs deep attacks: Enhanced modeling attacks using deep learning techniques to break the security of double arbiter PUFs

M Khalafalla, C Gebotys - 2019 Design, automation & test in …, 2019 - ieeexplore.ieee.org
In the past decade and a half, physical unclonable functions (PUFs) have been introduced
as a promising cryptographic primitive for hardware security applications. Since then, the …

Neural network modeling attacks on arbiter-PUF-based designs

N Wisiol, B Thapaliya, KT Mursi… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
By revisiting, improving, and extending recent neural-network based modeling attacks on
XOR Arbiter PUFs from the literature, we show that XOR Arbiter PUFs,(XOR) Feed-Forward …

Neural-network-based modeling attacks on xor arbiter pufs revisited

N Wisiol, B Thapaliya, KT Mursi, JP Seifert… - Cryptology ePrint …, 2021 - eprint.iacr.org
By revisiting, improving, and extending recent neural-network based modeling attacks on
XOR Arbiter PUFs from the literature, we show that XOR Arbiter PUFs,(XOR) Feed-Forward …

A computationally efficient tensor regression network-based modeling attack on XOR arbiter PUF and its variants

P Santikellur, RS Chakraborty - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
XOR arbiter PUF (XOR APUF), where the outputs of multiple arbiter PUF (APUFs) are XOR-
ed, has proven to be more robust to machine learning-based modeling attacks. The reported …

PUFNet: A deep neural network based modeling attack for physically unclonable function

H Awano, T Iizuka, M Ikeda - 2019 IEEE International …, 2019 - ieeexplore.ieee.org
A deep neural network named PUFNet is proposed, which reveals the unreported threats to
device authentication systems based on physically unclonable functions (PUFs). We …

Ising-PUF: A machine learning attack resistant PUF featuring lattice like arrangement of arbiter-PUFs

H Awano, T Sato - 2018 Design, Automation & Test in Europe …, 2018 - ieeexplore.ieee.org
A concept of Ising-PUF, a novel PUF structure that utilizes chaotic behavior of mutually
interacting small PUFs, is proposed. Ising-PUF consists of a lattice like arrangement of small …

A dynamically configurable LFSR-based PUF design against machine learning attacks

S Hou, D Deng, Z Wang, J Shi, S Li, Y Guo - CCF Transactions on High …, 2021 - Springer
Physical unclonable function (PUF), a reliable and lightweight physical security primitive for
secret key generation and anti-tampering. Strong PUF is an important PUF classification that …