Hiding in Plain Sight: Reframing Hardware Trojan Benchmarking as a Hide&Seek Modification

This letter focuses on advancing security research in the hardware design space by formally defining the realistic problem of hardware Trojan (HT) detection. The goal is to model HT detection more closely to the real world, i.e., describing the problem as “The Seeker’s Dilemma” where a detecting agent is unaware of whether circuits are infected by HTs or not. Using this theoretical problem formulation, we create a benchmark that consists of a mixture of HT-free and HT-infected restructured circuits while preserving their original functionalities. The restructured circuits are randomly infected by HTs, causing a situation where the defender is uncertain if a circuit is infected or not. We believe that our innovative benchmark and methodology of creating benchmarks will help the community judge the detection quality of different methods by comparing their success rates in circuit classification. We use our developed benchmark to evaluate three state-of-the-art HT detection tools to show baseline results for this approach. We use principal component analysis to assess the strength of our benchmark, where we observe that some restructured HT-infected circuits are mapped closely to HT-free circuits, leading to significant label misclassification by detectors.

Authors

Institutions

Publication Details

Journal
IEEE Embedded Systems Letters
Published
2024-12-01
DOI
https://doi.org/10.1109/les.2024.3443155
Citations
3
Primary Topic
Physical Unclonable Functions (PUFs) and Hardware Security
Type
article
Field-Weighted Citation Impact
1.47

Funders

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article

Hiding in Plain Sight: Reframing Hardware Trojan Benchmarking as a Hide&Seek Modification

Peter Jamieson, Ahmad Patooghy, Amin Sarihi, Abdel‐Hameed A. Badawy
3 citations
IEEE Embedded Systems Letters
Physical Unclonable Functions (PUFs) and Hardware Security
1.47
article

Hiding in Plain Sight: Reframing Hardware Trojan Benchmarking as a Hide&Seek Modification

Peter Jamieson, Ahmad Patooghy, Amin Sarihi, Abdel‐Hameed A. Badawy
article en
3 citations

Abstract

This letter focuses on advancing security research in the hardware design space by formally defining the realistic problem of hardware Trojan (HT) detection. The goal is to model HT detection more closely to the real world, i.e., describing the problem as “The Seeker’s Dilemma” where a detecting agent is unaware of whether circuits are infected by HTs or not. Using this theoretical problem formulation, we create a benchmark that consists of a mixture of HT-free and HT-infected restructured circuits while preserving their original functionalities. The restructured circuits are randomly infected by HTs, causing a situation where the defender is uncertain if a circuit is infected or not. We believe that our innovative benchmark and methodology of creating benchmarks will help the community judge the detection quality of different methods by comparing their success rates in circuit classification. We use our developed benchmark to evaluate three state-of-the-art HT detection tools to show baseline results for this approach. We use principal component analysis to assess the strength of our benchmark, where we observe that some restructured HT-infected circuits are mapped closely to HT-free circuits, leading to significant label misclassification by detectors.

IEEE Embedded Systems LettersVol. 16(4)
New Mexico State University (US), North Carolina Agricultural and Technical State University (US), Systems Technology (United States) (US), Miami University (US)
National Science Foundation
Peace, Justice and strong institutions
Openalex Percentile: Top 16%
Physical Unclonable Functions (PUFs) and Hardware Security
1.47
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Hiding in Plain Sight: Reframing Hardware Trojan Benchmarking as a Hide&Seek Modification — Peter Jamieson, Ahmad Patooghy, et al. · IEEE Embedded Systems Letters (2024) | TGRS Research Map | TGRS