Design, framework and benchmark of safety monitors for black-box classifiers

Fahad Ahmed Khokhar, Tommaso Zoppi, Luigi Cennini, Andrea Ceccarelli, Andrea Bondavalli

Open source

DOI: 10.1038/s41598-026-45091-2
Published: 2026-04-02
Container: Scientific Reports
Publisher: Springer Science and Business Media LLC
Open access: unknown

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Cite this work

BibTeX

@article{allodium:10.1038/s41598-026-45091-2,
  title = {Design, framework and benchmark of safety monitors for black-box classifiers},
  author = {Fahad Ahmed Khokhar and Tommaso Zoppi and Luigi Cennini and Andrea Ceccarelli and Andrea Bondavalli},
  year = {2026},
  journal = {Scientific Reports},
  doi = {10.1038/s41598-026-45091-2},
  url = {https://doi.org/10.1038/s41598-026-45091-2}
}

RIS

TY  - JOUR
TI  - Design, framework and benchmark of safety monitors for black-box classifiers
AU  - Fahad Ahmed Khokhar
AU  - Tommaso Zoppi
AU  - Luigi Cennini
AU  - Andrea Ceccarelli
AU  - Andrea Bondavalli
PY  - 2026
JO  - Scientific Reports
DO  - 10.1038/s41598-026-45091-2
UR  - https://doi.org/10.1038/s41598-026-45091-2
ER  -

APA

Khokhar, F. A., Zoppi, T., Cennini, L., Ceccarelli, A., & Bondavalli, A. (2026). Design, framework and benchmark of safety monitors for black-box classifiers. Scientific Reports. https://doi.org/10.1038/s41598-026-45091-2

Source records

crossref · retrieved 2026-09-25T15:03:30.458Z