Machine Learning-Based Security Evaluation and Overhead Analysis of Logic Locking

Y Aghamohammadi, A Rezaei - Journal of Hardware and Systems …, 2024 - Springer
Piracy and overproduction of hardware intellectual properties are growing concerns for the
semiconductor industry under the fabless paradigm. Although chip designers have …

DeepAttack: A deep learning based oracle-less attack on logic locking

A Raj, N Avula, P Das, D Sisejkovic… - … on Circuits and …, 2023 - ieeexplore.ieee.org
Logic locking is one of the most promising design-for-trust technique for protecting
intellectual property from reverse engineering, IP piracy, and modification throughout the …

Cola: Convolutional neural network model for secure low overhead logic locking assignment

Y Aghamohammadi, A Rezaei - … of the Great Lakes Symposium on VLSI …, 2023 - dl.acm.org
Chip designers can secure their ICs against piracy and overproduction by employing logic
locking and obfuscation. However, there are numerous attacks that can examine the logic …

LIPSTICK: Corruptibility-Aware and Explainable Graph Neural Network-based Oracle-Less Attack on Logic Locking

Y Aghamohammadi, A Rezaei - 2024 29th Asia and South …, 2024 - ieeexplore.ieee.org
In a zero-trust fabless paradigm, designers are increasingly concerned about hardware-
based attacks on the semiconductor supply chain. Logic locking is a design-for-trust method …

Challenging the security of logic locking schemes in the era of deep learning: A neuroevolutionary approach

D Sisejkovic, F Merchant, LM Reimann… - ACM Journal on …, 2021 - dl.acm.org
Logic locking is a prominent technique to protect the integrity of hardware designs
throughout the integrated circuit design and fabrication flow. However, in recent years, the …

Investigation of Reinforcement Learning-based Attack on Logic Locking

J Mellor, A Shelton… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Logic Locking is an emerging form of hardware obfuscation that is intended to be a solution
to many of the trust issues associated with the modern globalized IC supply chain. By …

Deceptive logic locking for hardware integrity protection against machine learning attacks

D Sisejkovic, F Merchant, LM Reimann… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Logic locking has emerged as a prominent key-driven technique to protect the integrity of
integrated circuits. However, novel machine-learning-based attacks have recently been …

Logic locking at the frontiers of machine learning: A survey on developments and opportunities

D Sisejkovic, LM Reimann, E Moussavi… - 2021 IFIP/IEEE 29th …, 2021 - ieeexplore.ieee.org
In the past decade, a lot of progress has been made in the design and evaluation of logic
locking; a premier technique to safeguard the integrity of integrated circuits throughout the …

SeeMLess: Security Evaluation of Logic Locking using Machine Learning oriented Estimation

B Ahmed, S Rahman, KZ Azar, F Farahmandi… - Proceedings of the …, 2024 - dl.acm.org
Although logic locking has been widely known as a promising countermeasure against
intellectual property (IP) piracy and overproduction risks, it has been challenged by different …

MuxLink: Circumventing learning-resilient mux-locking using graph neural network-based link prediction

L Alrahis, S Patnaik, M Shafique… - … Design, Automation & …, 2022 - ieeexplore.ieee.org
Logic locking has received considerable interest as a prominent technique for protecting the
design intellectual property from untrusted entities, especially the foundry. Recently …