How to cite the GCVE initiative

When referencing the Global CVE (GCVE) initiative, please cite the arXiv paper that describes the decentralized model for vulnerability identification, publication, and operational enrichment.

Recommended citation

Dulaunoy, A. (2026). GCVE: A Decentralized Model for Vulnerability Identification, Publication, and Operational Enrichment. arXiv:2606.00856 [cs.CR]. https://doi.org/10.48550/arXiv.2606.00856

• Paper: https://arxiv.org/abs/2606.00856
• DOI: https://doi.org/10.48550/arXiv.2606.00856

Related GCVE research and models

The following papers describe models and approaches developed in the GCVE ecosystem and related vulnerability intelligence workflows.

AI-assisted severity classification

Bonhomme, C., & Dulaunoy, A. (2025). VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification. arXiv:2507.03607 [cs.CR]. https://doi.org/10.48550/arXiv.2507.03607

This work was developed to support AI-assisted severity classification in the scope of GCVE and related vulnerability management workflows.

• Paper: https://arxiv.org/abs/2507.03607
• DOI: https://doi.org/10.48550/arXiv.2507.03607

Vulnerability sighting activity prediction

Bonhomme, C., & Dulaunoy, A. (2026). Modeling Sparse and Bursty Vulnerability Sightings: Forecasting Under Data Constraints. arXiv:2604.16038 [cs.CR]. https://doi.org/10.48550/arXiv.2604.16038

This work was developed to predict sighting activities on vulnerability information and to explore forecasting approaches for sparse, bursty vulnerability-related events.

• Paper: https://arxiv.org/abs/2604.16038
• DOI: https://doi.org/10.48550/arXiv.2604.16038

BibTeX

@misc{dulaunoy2026gcve,
  title = {GCVE: A Decentralized Model for Vulnerability Identification, Publication, and Operational Enrichment},
  author = {Dulaunoy, Alexandre},
  year = {2026},
  eprint = {2606.00856},
  archivePrefix = {arXiv},
  primaryClass = {cs.CR},
  doi = {10.48550/arXiv.2606.00856},
  url = {https://arxiv.org/abs/2606.00856}
}

@misc{bonhomme2025vlai,
  title = {VLAI: A RoBERTa-Based Model for Automated Vulnerability Severity Classification},
  author = {Bonhomme, Cédric and Dulaunoy, Alexandre},
  year = {2025},
  eprint = {2507.03607},
  archivePrefix = {arXiv},
  primaryClass = {cs.CR},
  doi = {10.48550/arXiv.2507.03607},
  url = {https://arxiv.org/abs/2507.03607}
}

@misc{bonhomme2026sightings,
  title = {Modeling Sparse and Bursty Vulnerability Sightings: Forecasting Under Data Constraints},
  author = {Bonhomme, Cedric and Dulaunoy, Alexandre},
  year = {2026},
  eprint = {2604.16038},
  archivePrefix = {arXiv},
  primaryClass = {cs.CR},
  doi = {10.48550/arXiv.2604.16038},
  url = {https://arxiv.org/abs/2604.16038}
}

In text

A concise in-text reference can be written as:

The Global CVE (GCVE) initiative is a decentralized model for vulnerability identification, publication, and enrichment (Dulaunoy, 2026).