Francesca Naretto

30 papers B 6C 2Journal 5Unranked 11
YearRankTypeTitle / Venue / Authors
2025 B conf
Differentially Private FastSHAP for Federated Learning Model Explainability.
IJCNN
Valerio Bonsignori, Luca Corbucci, Francesca Naretto, Anna Monreale
2025 — ed.
Discovery Science - 27th International Conference, DS 2024, Pisa, Italy, October 14-16, 2024, Proceedings, Part I
DS (1)
Dino Pedreschi, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto
2025 — ed.
Discovery Science - 27th International Conference, DS 2024, Pisa, Italy, October 14-16, 2024, Proceedings, Part II
DS (2)
Dino Pedreschi, Anna Monreale, Riccardo Guidotti, Roberto Pellungrini, Francesca Naretto
2025 B conf
Enhancing Local Explanations with GAN-Based Neighborhood Generation.
DS
Luca Corbucci, Francesca Naretto, Anna Monreale
2025 J jnl
Evaluating the Privacy Exposure of Interpretable Global and Local Explainers.
Trans. Data Priv.
Francesca Naretto, Anna Monreale, Fosca Giannotti
2025 — conf
Explainable AI methods and their interplay with privacy protection.
ITADATA
Francesca Naretto
2025 — conf
Optimizing and Tuning Fairness in Machine Learning: An Augmented Lagrangian Method with a Performance Budget.
ECML/PKDD (1)
Michele Fontana, Francesca Naretto, Anna Monreale
2025 — ed.
Proceedings of the Discovery Science Late Breaking Contributions 2024 (DS-LB 2024) co-located with 27th International Conference Discovery Science 2024 (DS 2024), Pisa, Italy, 14-16 October 2024.
DS (LB)
Francesca Naretto, Roberto Pellungrini
2024 J jnl
Analyzing and explaining privacy risks on time series data: ongoing work and challenges.
SIGKDD Explor.
Tristan Allard, Hira Asghar, Gildas Avoine, Christophe Bobineau, Pierre Cauchois, Elisa Fromont, Anna Monreale, Francesca Naretto, Roberto Pellungrini, Francesca Pratesi, Marie-Christine Rousset, Antonin Voyez
2024 C conf
Balancing Act: Navigating the Privacy-Utility Spectrum in Principal Component Analysis.
SECRYPT
Saloni Kwatra, Anna Monreale, Francesca Naretto
2024 — conf
GLOR-FLEX: Local to Global Rule-Based EXplanations for Federated Learning.
FUZZ
Rami Haffar, Francesca Naretto, David Sánchez, Anna Monreale, Josep Domingo-Ferrer
2024 — conf
Imagining the AI Landscape after the AI Act (Preface).
HHAI Workshops
Desara Dushi, Francesca Naretto, Francesca Pratesi
2024 J jnl
Stable and actionable explanations of black-box models through factual and counterfactual rules.
Data Min. Knowl. Discov.
Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Francesca Naretto, Franco Turini, Dino Pedreschi, Fosca Giannotti
2023 B conf
Agnostic Label-Only Membership Inference Attack.
NSS
Anna Monreale, Francesca Naretto, Simone Rizzo
2023 J jnl
Benchmarking and survey of explanation methods for black box models.
Data Min. Knowl. Discov.
Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo
2023 B conf
EXPHLOT: EXplainable Privacy Assessment for Human LOcation Trajectories.
DS
Francesca Naretto, Roberto Pellungrini, Salvatore Rinzivillo, Daniele Fadda
2023 — conf
Imagining the AI Landscape after the AI Act (Preface).
HHAI Workshops
Desara Dushi, Francesca Naretto, Francesca Pratesi
2023 — ed.
Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part I
PKDD/ECML Workshops (1)
Irena Koprinska, Paolo Mignone, Riccardo Guidotti, Szymon Jaroszewicz, Holger Fröning, Francesco Gullo, Pedro M. Ferreira, Damian Roqueiro, Gaia Ceddia, Slawomir Nowaczyk, João Gama, Rita P. Ribeiro, Ricard Gavaldà, Elio Masciari, Zbigniew W. Ras, Ettore Ritacco, Francesca Naretto, Andreas Theissler, Przemyslaw Biecek, Wouter Verbeke, Gregor Schiele, Franz Pernkopf, Michaela Blott, Ilaria Bordino, Ivan Luciano Danesi, Giovanni Ponti, Lorenzo Severini, Annalisa Appice, Giuseppina Andresini, Ibéria Medeiros, Guilherme Graça, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Diego Saldana Miranda, Konstantinos Sechidis, Arif Canakoglu, Sara Pidò, Pietro Pinoli, Albert Bifet, Sepideh Pashami
2023 — ed.
Machine Learning and Principles and Practice of Knowledge Discovery in Databases - International Workshops of ECML PKDD 2022, Grenoble, France, September 19-23, 2022, Proceedings, Part II
PKDD/ECML Workshops (2)
Irena Koprinska, Paolo Mignone, Riccardo Guidotti, Szymon Jaroszewicz, Holger Fröning, Francesco Gullo, Pedro M. Ferreira, Damian Roqueiro, Gaia Ceddia, Slawomir Nowaczyk, João Gama, Rita P. Ribeiro, Ricard Gavaldà, Elio Masciari, Zbigniew W. Ras, Ettore Ritacco, Francesca Naretto, Andreas Theissler, Przemyslaw Biecek, Wouter Verbeke, Gregor Schiele, Franz Pernkopf, Michaela Blott, Ilaria Bordino, Ivan Luciano Danesi, Giovanni Ponti, Lorenzo Severini, Annalisa Appice, Giuseppina Andresini, Ibéria Medeiros, Guilherme Graça, Lee Cooper, Naghmeh Ghazaleh, Jonas Richiardi, Diego Saldana Miranda, Konstantinos Sechidis, Arif Canakoglu, Sara Pidò, Pietro Pinoli, Albert Bifet, Sepideh Pashami
2022 — conf
Benchmark Analysis of Black Box Local Explanation Methods.
XAI.it@AI*IA
Francesca Naretto, Francesco Bodria, Fosca Giannotti, Dino Pedreschi
2022 — conf
Evaluating the Privacy Exposure of Interpretable Global Explainers.
CogMI
Francesca Naretto, Anna Monreale, Fosca Giannotti
2022 — conf
Monitoring Fairness in HOLDA.
HHAI
Michele Fontana, Francesca Naretto, Anna Monreale, Fosca Giannotti
2022 — conf
Privacy Risk of Global Explainers.
HHAI
Francesca Naretto, Anna Monreale, Fosca Giannotti
2022 — ed.
Proceedings of the Workshop on Imagining the AI Landscape after the AI Act (IAIL 2022) co-located with 1st International Conference on Hybrid Human-Artificial Intelligence (HHAI 2022), Amsterdam, Netherlands, June 13, 2022.
IAIL@HHAI
Desara Dushi, Francesca Naretto, Cecilia Panigutti, Francesca Pratesi
2021 C conf
A new approach for cross-silo federated learning and its privacy risks.
PST
Michele Fontana, Francesca Naretto, Anna Monreale
2021 J jnl
Benchmarking and Survey of Explanation Methods for Black Box Models.
CoRR
Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo
2021 — conf
Explainable for Trustworthy AI.
ACAI
Fosca Giannotti, Francesca Naretto, Francesco Bodria
2021 B conf
Privacy Risk Assessment of Individual Psychometric Profiles.
DS
Giacomo Mariani, Anna Monreale, Francesca Naretto
2020 B conf
Predicting and Explaining Privacy Risk Exposure in Mobility Data.
DS
Francesca Naretto, Roberto Pellungrini, Anna Monreale, Franco Maria Nardini, Mirco Musolesi
2020 — conf
Prediction and Explanation of Privacy Risk on Mobility Data with Neural Networks.
PKDD/ECML Workshops
Francesca Naretto, Roberto Pellungrini, Franco Maria Nardini, Fosca Giannotti