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Type
[
Year
]
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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A. Pugnana
and
Ruggieri, S.
,
“
AUC-based Selective Classification
”
, in
International Conference on Artificial Intelligence and Statistics, 25-27 April 2023, Palau de Congressos, Valencia, Spain
, 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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F. Naretto
,
Pellungrini, R.
,
Fadda, D.
, and
Rinzivillo, S.
,
“
EXPHLOT: EXplainable Privacy assessment for Human LOcation Trajectories
”
, in
Discovery Science
, 2023.
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,
“
Fair Federated Learning methodology based on Multi-Objective Optimization
”
,
Submitted at JAIR
, 2023.
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A. Knott
,
Pedreschi, D.
,
Chatila, R.
,
Chakraborti, T.
,
Leavy, S.
,
Baeza-Yates, R.
,
Eyers, D.
,
Trotman, A.
,
Teal, P. D.
,
Biecek, P.
,
Russell, S.
, and
Bengio, Y.
,
“
Generative AI models should include detection mechanisms as a condition for public releaseAbstract
”
,
Ethics and Information Technology
, vol. 25, 2023.
DOI
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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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A. Pugnana
and
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
, 2023.
DOI
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A. Pugnana
,
“
Topics in Selective Classification
”
, in
Thirty-Seventh AAAI Conference on Artificial Intelligence, AAAI 2023
, 2023.
DOI
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2022
P. Resce
,
Vorwerk, L.
,
Han, Z.
,
Cornacchia, G.
,
Alamdari, O. Isfahani
,
Nanni, M.
,
Pappalardo, L.
,
Weimer, D.
, and
Liu, Y.
,
“
Connected Vehicle Simulation Framework for Parking Occupancy Prediction (Demo Paper)
”
, in
Proceedings of the 30th International Conference on Advances in Geographic Information Systems
, New York, NY, USA, 2022.
DOI
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F. Bodria
,
Rinzivillo, S.
,
Fadda, D.
,
Guidotti, R.
,
Giannotti, F.
, and
Pedreschi, D.
,
“
Explaining Black Box with visual exploration of Latent Space
”
,
EuroVis–Short Papers
, 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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D. Fadda
,
Natilli, M.
, and
Rinzivillo, S.
,
“
GET-Viz: a library for automatic generation of visual dashboard for geographical time series
”
,
8th International Conference on Computational Social Science (IC2S2)
. Chicago, USA, 2022.
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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.
DOI
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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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A. Rita Nogueira
,
Pugnana, A.
,
Ruggieri, S.
,
Pedreschi, D.
, and
Gama, J.
,
“
Methods and tools for causal discovery and causal inference
”
,
WIREs Data Mining Knowl. Discov.
, vol. 12, 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. Trasarti
,
Grossi, V.
,
Natilli, M.
, and
Rapisarda, B.
,
“
SoBigData++: European Integrated Infrastructure for Social Mining and Big Data Analytics.
”
,
30th Italian Symposium on Advanced Database Systems (SEBD – Sistemi Evoluti per Basi di Dati)
. Tirrenia, Pisa, 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
F. Bodria
,
Giannotti, F.
,
Guidotti, R.
,
Naretto, F.
,
Pedreschi, D.
, and
Rinzivillo, S.
,
“
Benchmarking and Survey of Explanation Methods for Black Box Models
”
,
CoRR
, vol. abs/2102.13076, 2021.
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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.
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F. Lillo
and
Ruggieri, S.
,
“
Estimating the Total Volume of Queries to a Search Engine
”
,
IEEE Transactions on Knowledge and Data Engineering
, pp. 1-1, 2021.
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