MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation

Evren A. Munis; Mattia Sabato; Erfan Bayat; Andrea Lolli

MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation

Evren A. Munis, Mattia Sabato, Erfan Bayat, Andrea Lolli

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Anthology ID:: 2026.evalita-1.45
Volume:: Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)
Month:: February
Year:: 2026
Address:: Bari, Italy
Editors:: Francesco Cutugno, Alessio Miaschi, Alessio Palmero Aprosio, Giulia Rambelli, Lucia Siciliani, Marco Antonio Stranisci
Venues:: EVALITA | WS
SIG:
Publisher:: CEUR Workshop Proceedings
Note:
Pages:: 495–508
Language:
URL:: https://aclanthology.org/2026.evalita-1.45/
DOI:
Bibkey:
Cite (ACL):: Evren A. Munis, Mattia Sabato, Erfan Bayat, and Andrea Lolli. 2026. MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 495–508, Bari, Italy. CEUR Workshop Proceedings.
Cite (Informal):: MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation (Munis et al., EVALITA 2026)
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PDF:: https://aclanthology.org/2026.evalita-1.45.pdf

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@inproceedings{munis-etal-2026-malto,
    title = "{MALTO} at {SVELA}: A Specific-Attention-Head Approach for Membership Inference Attacks in {LLM}s Unlearning Evaluation",
    author = "Munis, Evren A.  and
      Sabato, Mattia  and
      Bayat, Erfan  and
      Lolli, Andrea",
    editor = "Cutugno, Francesco  and
      Miaschi, Alessio  and
      Palmero Aprosio, Alessio  and
      Rambelli, Giulia  and
      Siciliani, Lucia  and
      Stranisci, Marco Antonio",
    booktitle = "Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for {I}talian. Final Workshop ({EVALITA} 2026)",
    month = feb,
    year = "2026",
    address = "Bari, Italy",
    publisher = "CEUR Workshop Proceedings",
    url = "https://aclanthology.org/2026.evalita-1.45/",
    pages = "495--508",
    ISBN = "979-12-243-0586-6"
}

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Download as File

%0 Conference Proceedings
%T MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation
%A Munis, Evren A.
%A Sabato, Mattia
%A Bayat, Erfan
%A Lolli, Andrea
%Y Cutugno, Francesco
%Y Miaschi, Alessio
%Y Palmero Aprosio, Alessio
%Y Rambelli, Giulia
%Y Siciliani, Lucia
%Y Stranisci, Marco Antonio
%S Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)
%D 2026
%8 February
%I CEUR Workshop Proceedings
%C Bari, Italy
%@ 979-12-243-0586-6
%F munis-etal-2026-malto
%U https://aclanthology.org/2026.evalita-1.45/
%P 495-508

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Markdown (Informal)

[MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation](https://aclanthology.org/2026.evalita-1.45/) (Munis et al., EVALITA 2026)

MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation (Munis et al., EVALITA 2026)

ACL

Evren A. Munis, Mattia Sabato, Erfan Bayat, and Andrea Lolli. 2026. MALTO at SVELA: A Specific-Attention-Head Approach for Membership Inference Attacks in LLMs Unlearning Evaluation. In Proceedings of the Ninth Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026), pages 495–508, Bari, Italy. CEUR Workshop Proceedings.