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2024

Muscato B, Mala CSree, Manerba MMarchiori, Gezici G, Giannotti F. An Overview of Recent Approaches to Enable Diversity in Large Language Models through Aligning with Human Perspectives. In: Abercrombie G, Basile V, Bernadi D, Dudy S, Frenda S, Havens L, et al. Proceedings of the 3rd Workshop on Perspectivist Approaches to NLP (NLPerspectives) @ LREC-COLING 2024 [Internet]. Torino, Italia: ELRA and ICCL; 2024. https://aclanthology.org/2024.nlperspectives-1.5/
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.
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

2023

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
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
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
Naretto F, Pellungrini R, Fadda D, Rinzivillo S. EXPHLOT: EXplainable Privacy assessment for Human LOcation Trajectories. In Discovery Science . 2023.
Monreale A, Naretto F, Rizzo S. Agnostic Label-Only Membership Inference Attack. In 17th International Conference on Network and System Security. Springer; 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.
Aliyev G. Analysis, Prediction and Mitigation of Exposure to Vehicular Air Pollution Based on Multi-Source Urban Data. In SEBD 2023: 31st Symposium on Advanced Database Systems, Galzignano Terme (PD), Italy, July 2–5, 2023 [Internet]. 2023. https://ceur-ws.org/Vol-3478/paper13.pdf

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