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2024
Corbucci L
,
Monreale A
,
Pellungrini R
.
Enhancing Privacy and Utility in Federated Learning: A Hybrid P2P and Server-Based Approach with Differential Privacy Protection
. In Proceedings of the 21st International Conference on Security and Cryptography - SECRYPT. INSTICC; 2024.
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Corbucci L
,
Heikkila MA
,
Noguero DSolans
,
Monreale A
,
Kourtellis N
.
PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning
. In [Internet]. 2024.
https://arxiv.org/abs/2407.15224
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2023
Naretto F
,
Monreale A
,
Giannotti F
.
Evaluating the Privacy Exposure of Interpretable Global and Local Explainers
. In Submitted at Journal of Artificial Intelligence and Law. 2023.
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Pugnana A
,
Ruggieri S
.
AUC-based Selective Classification
. In International Conference on Artificial Intelligence and Statistics, 25-27 April 2023, Palau de Congressos, Valencia, Spain [Internet]. PMLR; 2023.
https://proceedings.mlr.press/v206/pugnana23a.html
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Pugnana A
,
Ruggieri S
.
A Model-Agnostic Heuristics for Selective Classification
. In Thirty-Seventh AAAI Conference on Artificial Intelligence, AAAI 2023, 2023, Washington, DC, USA, February 7-14, 2023 [Internet]. AAAI Press; 2023.
https://doi.org/10.1609/aaai.v37i8.26133
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Pugnana A
.
Topics in Selective Classification
. In Thirty-Seventh AAAI Conference on Artificial Intelligence, AAAI 2023 [Internet]. AAAI Press; 2023.
https://doi.org/10.1609/aaai.v37i13.26925
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Naretto F
,
Pellungrini R
,
Fadda D
,
Rinzivillo S
.
EXPHLOT: EXplainable Privacy assessment for Human LOcation Trajectories
. In Discovery Science . 2023.
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Monreale A
,
Naretto F
,
Rizzo S
.
Agnostic Label-Only Membership Inference Attack
. In 17th International Conference on Network and System Security. Springer; 2023.
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Corbucci L
,
Guidotti R
,
Monreale A
.
Explaining Black-Boxes in Federated Learning
. In Explainable Artificial Intelligence. Cham: Springer Nature Switzerland; 2023.
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Fedele A
.
Explain and Interpret Few-Shot Learning
. In Joint Proceedings of the xAI-2023 Late-breaking Work, Demos and Doctoral Consortium co-located with the 1st World Conference on eXplainable Artificial Intelligence (xAI-2023), Lisbon, Portugal, July 26-28, 2023 [Internet]. CEUR-WS.org; 2023.
https://ceur-ws.org/Vol-3554/paper38.pdf
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