Roberto Pellungrini

45 papers B 3C 1Journal 15Unranked 20
YearRankTypeTitle / Venue / Authors
2025 — conf
A GUI for the Fair & Explainable Selective Classifier IFAC.
xAI (Late-breaking Work, Demos, Doctoral Consortium)
Daphne Lenders, Roberto Pellungrini, Fosca Giannotti
2025 — conf
Bridging the Gap in Hybrid Decision-Making Systems.
HHAI
Roberto Pellungrini, Federico Mazzoni, Riccardo Guidotti
2025 J jnl
Counterfactual ensembles for interpretable churn prediction: from real-world to privacy-preserving synthetic data.
Mach. Learn.
Samuele Tonati, Marzio Di Vece, Fosca Giannotti, Roberto Pellungrini
2025 J jnl
Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts.
CoRR
Andrea Pugnana, Riccardo Massidda, Francesco Giannini, Pietro Barbiero, Mateo Espinosa Zarlenga, Roberto Pellungrini, Gabriele Dominici, Fosca Giannotti, Davide Bacciu
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 J jnl
Interpretable and Fair Mechanisms for Abstaining Classifiers.
CoRR
Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Dino Pedreschi, Fosca Giannotti
2025 — conf
Mathematical Foundation of Interpretable Equivariant Surrogate Models.
xAI (2)
Jacopo Joy Colombini, Filippo Bonchi, Francesco Giannini, Fosca Giannotti, Roberto Pellungrini, Patrizio Frosini
2025 J jnl
Mathematical Foundation of Interpretable Equivariant Surrogate Models.
CoRR
Jacopo Joy Colombini, Filippo Bonchi, Francesco Giannini, Fosca Giannotti, Roberto Pellungrini, Patrizio Frosini
2025 J jnl
One-Shot Clustering for Federated Learning Under Clustering-Agnostic Assumption.
CoRR
Maciej Krzysztof Zuziak, Roberto Pellungrini, Salvatore Rinzivillo
2025 J jnl
One-Shot Clustering for Federated Learning.
CoRR
Maciej Krzysztof Zuziak, Roberto Pellungrini, Salvatore Rinzivillo
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
2025 J jnl
To Ask or Not to Ask: Learning to Require Human Feedback.
CoRR
Andrea Pugnana, Giovanni De Toni, Cesare Barbera, Roberto Pellungrini, Bruno Lepri, Andrea Passerini
2024 — conf
A Fair Selective Classifier to Put Humans in the Loop.
EWAF
Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Fosca Giannotti, Dino Pedreschi
2024 J jnl
AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems.
CoRR
Clara Punzi, Roberto Pellungrini, Mattia Setzu, Fosca Giannotti, Dino Pedreschi
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 J jnl
Bridging the Gap in Hybrid Decision-Making Systems.
CoRR
Federico Mazzoni, Roberto Pellungrini, Riccardo Guidotti
2024 C conf
Enhancing Privacy and Utility in Federated Learning: A Hybrid P2P and Server-Based Approach with Differential Privacy Protection.
SECRYPT
Luca Corbucci, Anna Monreale, Roberto Pellungrini
2024 — conf
Ensemble Counterfactual Explanations for Churn Analysis.
DS (2)
Samuele Tonati, Marzio Di Vece, Roberto Pellungrini, Fosca Giannotti
2024 — conf
Interpretable and Fair Mechanisms for Abstaining Classifiers.
ECML/PKDD (7)
Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Dino Pedreschi, Fosca Giannotti
2024 — conf
L2loRe: a method for explaining the reject option.
DS (LB)
Clara Punzi, Roberto Pellungrini, Fosca Giannotti
2024 B conf
One-Shot Clustering for Federated Learning.
IEEE Big Data
Maciej Krzysztof Zuziak, Roberto Pellungrini, Salvatore Rinzivillo
2024 — ed.
Proceedings of the 5th Italian Workshop on Explainable Artificial Intelligence, co-located with the 23rd International Conference of the Italian Association for Artificial Intelligence, Bolzano, Italy, November 26-27, 2024.
XAI.it@AI*IA
Marco Polignano, Cataldo Musto, Roberto Pellungrini, Erasmo Purificato, Giovanni Semeraro, Mattia Setzu
2024 J jnl
TrajectGuard: A Comprehensive Privacy-Risk Framework for Multiple-Aspects Trajectories.
IEEE Access
Fernanda Oliveira Gomes, Roberto Pellungrini, Anna Monreale, Chiara Renso, Jean Everson Martina
2024 — conf
XAI in Healthcare.
HHAI Workshops
Gizem Gezici, Carlo Metta, Andrea Beretta, Roberto Pellungrini, Salvatore Rinzivillo, Dino Pedreschi, Fosca Giannotti
2024 — conf
XAI.it 2024: An Overview on the Future of AI in the Era of Large Language Models.
XAI.it@AI*IA
Marco Polignano, Cataldo Musto, Roberto Pellungrini, Erasmo Purificato, Giovanni Semeraro, Mattia Setzu
2023 J jnl
A Survey on Privacy in Human Mobility.
Trans. Data Priv.
Anna Monreale, Roberto Pellungrini
2023 — conf
Conversational XAI: Formalizing Its Basic Design Principles.
PKDD/ECML Workshops (2)
Marco Garofalo, Alessia Fantini, Roberto Pellungrini, Giovanni Pilato, Massimo Villari, Fosca Giannotti
2023 B conf
EXPHLOT: EXplainable Privacy Assessment for Human LOcation Trajectories.
DS
Francesca Naretto, Roberto Pellungrini, Salvatore Rinzivillo, Daniele Fadda
2023 — conf
Explaining Socio-Demographic and Behavioral Patterns of Vaccination Against the Swine Flu (H1N1) Pandemic.
xAI (2)
Clara Punzi, Aleksandra Maslennikova, Gizem Gezici, Roberto Pellungrini, Fosca Giannotti
2023 — conf
Towards Synergistic Human-AI Collaboration in Hybrid Decision-Making Systems.
PKDD/ECML Workshops (2)
Clara Punzi, Mattia Setzu, Roberto Pellungrini, Fosca Giannotti, Dino Pedreschi
2023 — conf
Trustworthy AI at KDD Lab.
Ital-IA
Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Dino Pedreschi, Roberto Pellungrini, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Mattia Setzu, Rosaria Deluca
2022 — ed.
From Data to Models and Back - 10th International Symposium, DataMod 2021, Virtual Event, December 6-7, 2021, Revised Selected Papers
DataMod
Juliana Bowles, Giovanna Broccia, Roberto Pellungrini
2022 J jnl
Modeling Adversarial Behavior Against Mobility Data Privacy.
IEEE Trans. Intell. Transp. Syst.
Roberto Pellungrini, Luca Pappalardo, Filippo Simini, Anna Monreale
2022 J jnl
scikit-mobility: A
J. Stat. Softw.
Luca Pappalardo, Filippo Simini, Gianni Barlacchi, Roberto Pellungrini
2021 — conf
Privacy Risk and Data Utility Assessment on Network Data.
DataMod
Roberto Pellungrini
2020 — —
Modeling & Predicting Privacy Risk in Personal Data.
Roberto Pellungrini
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
2019 — conf
Human Mobility from theory to practice: Data, Models and Applications.
WWW (Companion Volume)
Luca Pappalardo, Gianni Barlacchi, Roberto Pellungrini, Filippo Simini
2018 J jnl
A Data Mining Approach to Assess Privacy Risk in Human Mobility Data.
ACM Trans. Intell. Syst. Technol.
Roberto Pellungrini, Luca Pappalardo, Francesca Pratesi, Anna Monreale
2018 — conf
Analyzing Privacy Risk in Human Mobility Data.
STAF Workshops
Roberto Pellungrini, Luca Pappalardo, Francesca Pratesi, Anna Monreale
2018 — conf
Privacy Risk for Individual Basket Patterns.
MIDAS/PAP@PKDD/ECML
Roberto Pellungrini, Anna Monreale, Riccardo Guidotti
2017 — conf
Assessing Privacy Risk in Retail Data.
PAP@PKDD/ECML
Roberto Pellungrini, Francesca Pratesi, Luca Pappalardo
2017 — conf
Fast Estimation of Privacy Risk in Human Mobility Data.
SAFECOMP Workshops
Roberto Pellungrini, Luca Pappalardo, Francesca Pratesi, Anna Monreale