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2024
L. Corbucci
,
Monreale, A.
, and
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
, 2024.
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B. Muscato
,
Mala, C. Sree
,
Manerba, M. Marchiori
,
Gezici, G.
, and
Giannotti, F.
,
“
An Overview of Recent Approaches to Enable Diversity in Large Language Models through Aligning with Human Perspectives
”
, in
Proceedings of the 3rd Workshop on Perspectivist Approaches to NLP (NLPerspectives) @ LREC-COLING 2024
, Torino, Italia, 2024.
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B. Muscato
,
Mala, C. Sree
,
Manerba, M. Marchiori
,
Gezici, G.
, and
Giannotti, F.
,
“
An Overview of Recent Approaches to Enable Diversity in Large Language Models through Aligning with Human Perspectives
”
, in
Proceedings of the 3rd Workshop on Perspectivist Approaches to NLP (NLPerspectives) @ LREC-COLING 2024
, Torino, Italia, 2024.
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B. Muscato
,
Mala, C. Sree
,
Manerba, M. Marchiori
,
Gezici, G.
, and
Giannotti, F.
,
“
An Overview of Recent Approaches to Enable Diversity in Large Language Models through Aligning with Human Perspectives
”
, in
Proceedings of the 3rd Workshop on Perspectivist Approaches to NLP (NLPerspectives) @ LREC-COLING 2024
, Torino, Italia, 2024.
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L. Corbucci
,
Heikkila, M. A.
,
Noguero, D. Solans
,
Monreale, A.
, and
Kourtellis, N.
,
“
PUFFLE: Balancing Privacy, Utility, and Fairness in Federated Learning
”
, 2024.
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2023
A. Monreale
,
Naretto, F.
, and
Rizzo, S.
,
“
Agnostic Label-Only Membership Inference Attack
”
, in
17th International Conference on Network and System Security
, 2023.
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F. Naretto
,
Monreale, A.
, and
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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L. Corbucci
,
Guidotti, R.
, and
Monreale, A.
,
“
Explaining Black-Boxes in Federated Learning
”
, in
Explainable Artificial Intelligence
, Cham, 2023.
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D. Gambetta
,
Mauro, G.
, and
Pappalardo, L.
,
“
Mobility Constraints in Segregation Models
”
,
Scientific Reports
, vol. 13, p. 12087, 2023.
DOI
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2022
A. Failla
,
Mazzoni, F.
, and
Citraro, S.
,
“
Attribute-aware Community Events in Feature-rich Dynamic Networks
”
, in
Complex Networks and Their Applications XI: Proceedings of The Eleventh International Conference on Complex Networks and Their Applications: COMPLEX NETWORKS 2022—Book of Abstracts
, 2022.
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V. Pansanella
,
Rossetti, G.
, and
Milli, L.
,
“
From Mean-Field to Complex Topologies: Network Effects on the Algorithmic Bias Model
”
, in
Complex Networks & Their Applications X
, 2022.
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G. Mauro
,
Luca, M.
,
Longa, A.
,
Lepri, B.
, and
Pappalardo, L.
,
“
Generating mobility networks with generative adversarial networks
”
,
EPJ data science
, vol. 11, p. 58, 2022.
DOI
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G. Cornacchia
,
Böhm, M.
,
Mauro, G.
,
Nanni, M.
,
Pedreschi, D.
, and
Pappalardo, L.
,
“
How Routing Strategies Impact Urban Emissions
”
, in
Proceedings of the 30th International Conference on Advances in Geographic Information Systems
, New York, NY, USA, 2022.
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M. Natilli
,
Rossi, A.
,
Trecroci, A.
,
Cavaggioni, L.
,
Merati, G.
, and
Formenti, D.
,
“
The long-tail effect of the COVID-19 lockdown on Italians’ quality of life, sleep and physical activity
”
,
Scientific Data
, vol. 9, pp. 1–10, 2022.
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M. Fontana
,
Naretto, F.
,
Monreale, A.
, and
Giannotti, F.
,
“
Monitoring Fairness in HOLDA
”
, in
HHAI 2022: Augmenting Human Intellect - Proceedings of the First International Conference on Hybrid Human-Artificial Intelligence, Amsterdam, The Netherlands, 13-17 June 2022
, 2022.
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L. Corbucci
,
Monreale, A.
,
Panigutti, C.
,
Natilli, M.
,
Smiraglio, S.
, and
Pedreschi, D.
,
“
Semantic Enrichment of XAI Explanations for Healthcare
”
,
24th International Conference on Artificial Intelligence
. 2022.
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R. Guidotti
,
Monreale, A.
,
Ruggieri, S.
,
Naretto, F.
,
Turini, F.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
Stable and actionable explanations of black-box models through factual and counterfactual rules
”
,
Data Mining and Knowledge Discovery
, 2022.
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2021
S. Marina Joseph
,
Citraro, S.
,
Morini, V.
,
Rossetti, G.
, and
Stella, M.
,
“
Cognitive network science quantifies feelings expressed in suicide letters and Reddit mental health communities
”
,
arXiv preprint arXiv:2110.15269
, 2021.
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G. Rossetti
,
Citraro, S.
, and
Milli, L.
,
“
Conformity: a Path-Aware Homophily measure for Node-Attributed Networks
”
,
IEEE Intelligent SystemsIEEE Intelligent Systems
, pp. 1 - 1, 2021.
DOI
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M. Nanni
,
Andrienko, G.
,
Barabasi, A. - L.
,
Boldrini, C.
,
Bonchi, F.
,
Cattuto, C.
,
Chiaromonte, F.
,
Comandé, G.
,
Conti, M.
,
Coté, M.
,
Dignum, F.
,
Dignum, V.
,
Domingo-Ferrer, J.
,
Ferragina, P.
,
Giannotti, F.
,
Guidotti, R.
,
Helbing, D.
,
Kaski, K.
,
Kertész, J.
,
Lehmann, S.
,
Lepri, B.
,
Lukowicz, P.
,
Matwin, S.
,
Jiménez, D. Megías
,
Monreale, A.
,
Morik, K.
,
Oliver, N.
,
Passarella, A.
,
Passerini, A.
,
Pedreschi, D.
,
Pentland, A.
,
Pianesi, F.
,
Pratesi, F.
,
Rinzivillo, S.
,
Ruggieri, S.
,
Siebes, A.
,
Torra, V.
,
Trasarti, R.
,
van den Hoven, J.
, and
Vespignani, A.
,
“
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment
”
, 2021.
DOI
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M. Nanni
,
Andrienko, G.
,
Barabasi, A. - L.
,
Boldrini, C.
,
Bonchi, F.
,
Cattuto, C.
,
Chiaromonte, F.
,
Comandé, G.
,
Conti, M.
,
Coté, M.
,
Dignum, F.
,
Dignum, V.
,
Domingo-Ferrer, J.
,
Ferragina, P.
,
Giannotti, F.
,
Guidotti, R.
,
Helbing, D.
,
Kaski, K.
,
Kertész, J.
,
Lehmann, S.
,
Lepri, B.
,
Lukowicz, P.
,
Matwin, S.
,
Jiménez, D. Megías
,
Monreale, A.
,
Morik, K.
,
Oliver, N.
,
Passarella, A.
,
Passerini, A.
,
Pedreschi, D.
,
Pentland, A.
,
Pianesi, F.
,
Pratesi, F.
,
Rinzivillo, S.
,
Ruggieri, S.
,
Siebes, A.
,
Torra, V.
,
Trasarti, R.
,
van den Hoven, J.
, and
Vespignani, A.
,
“
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment
”
, 2021.
DOI
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M. Nanni
,
Andrienko, G.
,
Barabasi, A. - L.
,
Boldrini, C.
,
Bonchi, F.
,
Cattuto, C.
,
Chiaromonte, F.
,
Comandé, G.
,
Conti, M.
,
Coté, M.
,
Dignum, F.
,
Dignum, V.
,
Domingo-Ferrer, J.
,
Ferragina, P.
,
Giannotti, F.
,
Guidotti, R.
,
Helbing, D.
,
Kaski, K.
,
Kertész, J.
,
Lehmann, S.
,
Lepri, B.
,
Lukowicz, P.
,
Matwin, S.
,
Jiménez, D. Megías
,
Monreale, A.
,
Morik, K.
,
Oliver, N.
,
Passarella, A.
,
Passerini, A.
,
Pedreschi, D.
,
Pentland, A.
,
Pianesi, F.
,
Pratesi, F.
,
Rinzivillo, S.
,
Ruggieri, S.
,
Siebes, A.
,
Torra, V.
,
Trasarti, R.
,
van den Hoven, J.
, and
Vespignani, A.
,
“
Give more data, awareness and control to individual citizens, and they will help COVID-19 containment
”
, 2021.
DOI
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M. Setzu
,
Guidotti, R.
,
Monreale, A.
,
Turini, F.
,
Pedreschi, D.
, and
Giannotti, F.
,
“
GLocalX - From Local to Global Explanations of Black Box AI Models
”
, vol. 294, p. 103457, 2021.
DOI
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M. Fontana
,
Naretto, F.
, and
Monreale, A.
,
“
A new approach for cross-silo federated learning and its privacy risks
”
, in
2021 18th International Conference on Privacy, Security and Trust (PST)
, 2021.
DOI
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M. Fontana
,
Naretto, F.
, and
Monreale, A.
,
“
A new approach for cross-silo federated learning and its privacy risks
”
, in
18th International Conference on Privacy, Security and Trust, PST 2021, Auckland, New Zealand, December 13-15, 2021
, 2021.
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