Evidence map›Paper›PMID 41156399›Full record

ReviewMicromachines2025

Thermal Side-Channel Threats in Densely Integrated Microarchitectures: A Comprehensive Review for Cyber-Physical System Security.

Amrou Zyad Benelhaouare, Idir Mellal, Michel Saydé, Gabriela Nicolescu, Ahmed Lakhssassi

Abstract readReview
In one paragraph

Review in Micromachines, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Amrou Zyad BenelhaouareDepartment of Engineering and Computer Science, University of Quebec in Outaouais, Gatineau, QC J9A 1L8, Canada.ORCID 0009-0008-1014-6851
Idir MellalDepartment of Engineering and Computer Science, University of Quebec in Outaouais, Gatineau, QC J9A 1L8, Canada.ORCID 0000-0003-2535-852X
Michel SaydéDepartment of Engineering and Computer Science, University of Quebec in Outaouais, Gatineau, QC J9A 1L8, Canada.
Gabriela NicolescuDepartment of Computer Engineering and Software Engineering, Polytechnique Montreal, Montreal, QC H3C 3A7, Canada.ORCID 0000-0002-5205-9931
Ahmed LakhssassiDepartment of Engineering and Computer Science, University of Quebec in Outaouais, Gatineau, QC J9A 1L8, Canada.ORCID 0000-0003-1781-3211

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Densely integrated microarchitectures spanning three-dimensional integrated circuits (3D-ICs), chiplet-based designs, and system-in-package (SiP) assemblies make heat a first-order security concern rather than a mere reliability issue. This review consolidates the landscape of thermal side-channel attacks (TSCAs) on densely integrated microarchitectures: we systematize observation vectors and threat models, clarify core concepts and assumptions, compare the most credible evidence from the past decade, and distill the main classes of defenses across the hardware-software stack. We also explain why hardening against thermal leakage is integral to cyber-physical system (CPS) security and outline the most promising research directions for the field. The strategic relevance of this agenda is reflected in current policy and funding momentum, including initiatives by the United States Department of Homeland Security and the Cybersecurity and Infrastructure Security Agency (DHS/CISA) on operational technology (OT) security, programs by the National Science Foundation (NSF) on CPS, and Canada's Regional Artificial Intelligence Initiative and Cyber-Physical Resilience Program (RAII, >CAD 35 million), to bridge advanced microelectronics with next-generation cybersecurity. This survey offers a clear, high-level map of the problem space and a focused baseline for future work.

Indexed as

3D-ICsadvanced microelectronicschiplet-based designCPScybersecuritydensely integrated microarchitecturesOTRAIISiPthermal leakageTSCAs

Identifiers

PMID41156399
PMCPMC12566248

What OpenQuestion holds

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LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.