Deep-learning side-channel analysis of embedded ML-KEM: Single-trace message recovery, cross-device generalization, and frequency-band leakage characterization

Chung-Wei Kuo, Yu-I Hung, Kai-Lun Lin

Open source

DOI
10.1371/journal.pone.0358974
Published
2026-11-04
Container
PLOS One
Publisher
Public Library of Science (PLoS)
Open access
unknown

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BibTeX

@article{allodium:10.1371/journal.pone.0358974,
  title = {Deep-learning side-channel analysis of embedded ML-KEM: Single-trace message recovery, cross-device generalization, and frequency-band leakage characterization},
  author = {Chung-Wei Kuo and Yu-I Hung and Kai-Lun Lin},
  year = {2026},
  journal = {PLOS One},
  doi = {10.1371/journal.pone.0358974},
  url = {https://doi.org/10.1371/journal.pone.0358974}
}

RIS

TY  - JOUR
TI  - Deep-learning side-channel analysis of embedded ML-KEM: Single-trace message recovery, cross-device generalization, and frequency-band leakage characterization
AU  - Chung-Wei Kuo
AU  - Yu-I Hung
AU  - Kai-Lun Lin
PY  - 2026
JO  - PLOS One
DO  - 10.1371/journal.pone.0358974
UR  - https://doi.org/10.1371/journal.pone.0358974
ER  - 

APA

Kuo, C., Hung, Y., & Lin, K. (2026). Deep-learning side-channel analysis of embedded ML-KEM: Single-trace message recovery, cross-device generalization, and frequency-band leakage characterization. PLOS One. https://doi.org/10.1371/journal.pone.0358974

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