Science and technology for the explanation of AI decision making

Counterfactual and Prototypical Explanations for Tabular Data via Interpretable Latent Space

Autorzy: Simone Piaggesi, Francesco Bodria, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi
Opublikowane w: IEEE Access, Numer 12, 2024, Strona(/y) 168983-169000, ISSN 2169-3536
Wydawca: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3496114

Fast, Interpretable, and Deterministic Time Series Classification With a Bag-of-Receptive-Fields

Autorzy: Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni
Opublikowane w: IEEE Access, Numer 12, 2024, Strona(/y) 137893-137912, ISSN 2169-3536
Wydawca: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3464743

Topics in Selective Classification

Autorzy: Andrea Pugnana
Opublikowane w: Proceedings of the AAAI Conference on Artificial Intelligence, Numer 37, 2023, Strona(/y) 16129-16130, ISSN 2374-3468
Wydawca: ACM
DOI: 10.1609/aaai.v37i13.26925

Inference through innovation processes tested in the authorship attribution task

Autorzy: Giulio Tani Raffaelli, Margherita Lalli, Francesca Tria
Opublikowane w: Communications Physics, Numer 7, 2024, ISSN 2399-3650
Wydawca: Nature Communications Physics
DOI: 10.1038/s42005-024-01714-6

GLocalX - From Local to Global Explanations of Black Box AI Models

Autorzy: Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti
Opublikowane w: Artificial Intelligence, Numer 294, 2021, ISSN 0004-3702
Wydawca: Elsevier BV
DOI: 10.1016/j.artint.2021.103457

Improving trust and confidence in medical skin lesion diagnosis through explainable deep learning

Autorzy: Carlo Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo, Fosca Giannotti
Opublikowane w: International Journal of Data Science and Analytics, 2023, ISSN 2364-415X
Wydawca: Springer Science+Business Media
DOI: 10.1007/s41060-023-00401-z

Explainable Authorship Identification in Cultural Heritage Applications

Autorzy: Mattia Setzu, Silvia Corbara, Anna Monreale, Alejandro Moreo, Fabrizio Sebastiani
Opublikowane w: Journal on Computing and Cultural Heritage, Numer 17, 2024, Strona(/y) 1-23, ISSN 1556-4673
Wydawca: Association for Computing Machinary, Inc.
DOI: 10.1145/3654675

Deterministic, quenched, and annealed parameter estimation for heterogeneous network models

Autorzy: Marzio Di Vece, Diego Garlaschelli, Tiziano Squartini
Opublikowane w: Physical Review E, Numer 108, 2023, Strona(/y) 054301, ISSN 2470-0045
Wydawca: American Physical Society (APS)
DOI: 10.1103/physreve.108.054301

Commodity-specific triads in the Dutch inter-industry production network

Autorzy: Marzio Di Vece, Frank P. Pijpers, Diego Garlaschelli
Opublikowane w: Scientific Reports, Numer 14, 2024, ISSN 2045-2322
Wydawca: Nature Publishing Group
DOI: 10.1038/s41598-024-53655-3

Assessing Trustworthy AI in Times of COVID-19: Deep Learning for Predicting a Multiregional Score Conveying the Degree of Lung Compromise in COVID-19 Patients

Autorzy: Himanshi Allahabadi, Julia Amann, Isabelle Balot, Andrea Beretta, Charles Binkley, Jonas Bozenhard, Frederick Bruneault, James Brusseau, Sema Candemir, Luca Alessandro Cappellini, Subrata Chakraborty, Nicoleta Cherciu, Christina Cociancig, Megan Coffee, Irene Ek, Leonardo Espinosa-Leal, Davide Farina, Genevieve Fieux-Castagnet, Thomas Frauenfelder, Alessio Gallucci, Guya Giuliani, Adam Golda, Irmh
Opublikowane w: IEEE Transactions on Technology and Society, Numer 3, 2023, Strona(/y) 272-289, ISSN 2637-6415
Wydawca: Institute of Electrical and Electronics Engineers (IEEE)
DOI: 10.1109/tts.2022.3195114

Matrix Profile-Based Interpretable Time Series Classifier

Autorzy: Riccardo Guidotti, Matteo D’Onofrio
Opublikowane w: Frontiers in Artificial Intelligence, Numer 4, 2021, ISSN 2624-8212
Wydawca: Frontiers Media SA
DOI: 10.3389/frai.2021.699448

Understanding Any Time Series Classifier with a Subsequence-based Explainer

Autorzy: Francesco Spinnato, Riccardo Guidotti, Anna Monreale, Mirco Nanni, Dino Pedreschi, Fosca Giannotti
Opublikowane w: ACM Transactions on Knowledge Discovery from Data, Numer 18, 2023, Strona(/y) 1-34, ISSN 1556-4681
Wydawca: Special Interest Group on Computer Graphics, Association for Computing Machinery
DOI: 10.1145/3624480

Explainable AI for Time Series Classification: A Review, Taxonomy and Research Directions

Autorzy: Andreas Theissler, Francesco Spinnato, Udo Schlegel, Riccardo Guidotti
Opublikowane w: IEEE Access (Volume: 10), 2022, ISSN 2169-3536
Wydawca: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3207765

A Practical Approach to Causal Inference over Time

Autorzy: Martina Cinquini, Isacco Beretta, Salvatore Ruggieri, Isabel Valera
Opublikowane w: Proceedings of the AAAI Conference on Artificial Intelligence, Numer 39, 2025, Strona(/y) 14832-14839, ISSN 2374-3468
Wydawca: Association for the Advancement of Artificial Intelligence (AAAI)
DOI: 10.1609/aaai.v39i14.33626

SafeGen: safeguarding privacy and fairness through a genetic method

Autorzy: Martina Cinquini, Marta Marchiori Manerba, Federico Mazzoni, Francesca Pratesi, Riccardo Guidotti
Opublikowane w: Machine Learning, Numer 114, 2025, Strona(/y) 227, ISSN 0885-6125
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10994-025-06835-9

Advancing Dermatological Diagnostics: Interpretable AI for Enhanced Skin Lesion Classification

Autorzy: Carlo Metta, Andrea Beretta, Riccardo Guidotti, Yuan Yin, Patrick Gallinari, Salvatore Rinzivillo, Fosca Giannotti
Opublikowane w: Diagnostics, Numer 14, 2024, Strona(/y) 753, ISSN 2075-4418
Wydawca: Diagnostics
DOI: 10.3390/diagnostics14070753

Occlusion-Based Explanations in Deep Recurrent Models for Biomedical Signals

Autorzy: Michele Resta, Anna Monreale, Davide Bacciu
Opublikowane w: Entropy, Numer 8, 2021, ISSN 1099-4300
Wydawca: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/e23081064

Explainable Artificial Intelligence (XAI) 2.0: A manifesto of open challenges and interdisciplinary research directions

Autorzy: Luca Longo, Mario Brcic, Federico Cabitza, Jaesik Choi, Roberto Confalonieri, Javier Del Ser, Riccardo Guidotti, Yoichi Hayashi, Francisco Herrera, Andreas Holzinger, Richard Jiang, Hassan Khosravi, Freddy Lecue, Gianclaudio Malgieri, Andrés Páez, Wojciech Samek, Johannes Schneider, Timo Speith, Simone Stumpf
Opublikowane w: Information Fusion, Numer 106, 2024, Strona(/y) 102301, ISSN 1566-2535
Wydawca: Elsevier BV
DOI: 10.1016/j.inffus.2024.102301

Counterfactual explanations and how to find them: literature review and benchmarking

Autorzy: Riccardo Guidotti
Opublikowane w: Data Mining and Knowledge Discovery, 2022, ISSN 1384-5810
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10618-022-00831-6

Evaluating the Privacy Exposure of Interpretable Global and Local Explainers

Autorzy: Francesca Naretto, Anna Monreale, Fosca Giannotti
Opublikowane w: Evaluating the Privacy Exposure of Interpretable Global and Local Explainers, Numer 18(2), 2025, Strona(/y) 67–93, ISSN 1888-5063
Wydawca: Institut d'Investigacio en Intel-ligencia Artificial - Consejo Superior Investigaciones Cientificas (IIIA-CSIC)

The explanation dialogues: an expert focus study to understand requirements towards explanations within the GDPR

Autorzy: Laura State, Alejandra Bringas Colmenarejo, Andrea Beretta, Salvatore Ruggieri, Franco Turini, Stephanie Law
Opublikowane w: Artificial Intelligence and Law, 2025, ISSN 0924-8463
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10506-024-09430-w

Analysis of exposome and genetic variability suggests stress as a major contributor for development of pancreatic ductal adenocarcinoma

Autorzy: Giulia Peduzzi, Alessio Felici, Roberto Pellungrini, Francesca Giorgolo, Riccardo Farinella, Manuel Gentiluomo, Andrea Spinelli, Gabriele Capurso, Anna Monreale, Federico Canzian, Marco Calderisi, Daniele Campa
Opublikowane w: Digestive and Liver Disease, Numer 56, 2024, Strona(/y) 1054-1063, ISSN 1590-8658
Wydawca: W. B. Saunders Co., Ltd.
DOI: 10.1016/j.dld.2023.10.015

FairLens: Auditing black-box clinical decision support systems

Autorzy: Cecilia Panigutti, Alan Perotti, André Panisson, Paolo Bajardi, Dino Pedreschi
Opublikowane w: Information Processing & Management, Numer 58, 2021, ISSN 0306-4573
Wydawca: Pergamon Press Ltd.
DOI: 10.1016/j.ipm.2021.102657

The ALTAI checklist as a tool to assess ethical and legal implications for a trustworthy AI development in education

Autorzy: Andrea Fedele, Clara Punzi, Stefano Tramacere
Opublikowane w: Computer Law & Security Review, Numer 53, 2025, Strona(/y) 105986, ISSN 2212-473X
Wydawca: Elsevier BV
DOI: 10.1016/j.clsr.2024.105986

Factual and Counterfactual Explanations for Black Box Decision Making

Autorzy: Guidotti, R., Monreale, A., Giannotti, F., Pedreschi, D., Ruggieri, S., Turini, F.
Opublikowane w: IEEE Intelligent Systems, 2019, Strona(/y) 14 - 23, ISSN 1541-1672
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/mis.2019.2957223

Towards Transparent Healthcare: Advancing Local Explanation Methods in Explainable Artificial Intelligence

Autorzy: Carlo Metta, Andrea Beretta, Roberto Pellungrini, Salvatore Rinzivillo, Fosca Giannotti
Opublikowane w: Bioengineering, Numer 11, 2024, Strona(/y) 369, ISSN 2306-5354
Wydawca: Bioengineering
DOI: 10.3390/bioengineering11040369

A Survey on Graph Counterfactual Explanations: Definitions, Methods, Evaluation, and Research Challenges

Autorzy: Mario Alfonso Prado-Romero, Bardh Prenkaj, Giovanni Stilo, Fosca Giannotti
Opublikowane w: ACM Computing Surveys, Numer 56, 2025, Strona(/y) 1-37, ISSN 0360-0300
Wydawca: Association for Computing Machinary, Inc.
DOI: 10.1145/3618105

Explaining short text classification with diverse synthetic exemplars and counter-exemplars

Autorzy: Orestis Lampridis, Laura State, Riccardo Guidotti, Salvatore Ruggieri
Opublikowane w: Machine Learning, Numer 112, 2023, Strona(/y) 4289-4322, ISSN 0885-6125
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10994-022-06150-7

Effects of Route Randomization on Urban Emissions

Autorzy: Giuliano Cornacchia, Mirco Nanni, Dino Pedreschi, Luca Pappalardo
Opublikowane w: SUMO Conference Proceedings, Numer 4, 2024, Strona(/y) 75-87, ISSN 2750-4425
Wydawca: TIB Open Publishing
DOI: 10.52825/scp.v4i.217

Co-design of human-centered, explainable AI for clinical decision support

Autorzy: Panigutti, C., Beretta, A., Fadda, D., Giannotti, F., Pedreschi, D., Perotti, A., Rinzivillo, S.
Opublikowane w: ACM Transactions on Interactive Intelligent Systems, 2023, ISSN 2160-6455
Wydawca: Association for Computing Machinery (ACM)
DOI: 10.1145/3587271

Human-AI coevolution

Autorzy: Dino Pedreschi, Luca Pappalardo, Emanuele Ferragina, Ricardo Baeza-Yates, Albert-László Barabási, Frank Dignum, Virginia Dignum, Tina Eliassi-Rad, Fosca Giannotti, János Kertész, Alistair Knott, Yannis Ioannidis, Paul Lukowicz, Andrea Passarella, Alex Sandy Pentland, John Shawe-Taylor, Alessandro Vespignani
Opublikowane w: Artificial Intelligence, Numer 339, 2025, Strona(/y) 104244, ISSN 0004-3702
Wydawca: Elsevier BV
DOI: 10.1016/j.artint.2024.104244

Stable and actionable explanations of black-box models through factual and counterfactual rules

Autorzy: Riccardo Guidotti, Anna Monreale, Salvatore Ruggieri, Francesca Naretto, Franco Turini, Dino Pedreschi, Fosca Giannotti
Opublikowane w: Data Mining and Knowledge Discovery, Numer 38, 2024, Strona(/y) 2825-2862, ISSN 1384-5810
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10618-022-00878-5

Benchmarking and survey of explanation methods for black box models

Autorzy: Francesco Bodria, Fosca Giannotti, Riccardo Guidotti, Francesca Naretto, Dino Pedreschi, Salvatore Rinzivillo
Opublikowane w: Data Mining and Knowledge Discovery, Numer Volume 37 Numer 3, May 2023, 2023, ISSN 1384-5810
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10618-023-00933-9

Understanding peace through the world news

Autorzy: Voukelatou Vasiliki, Miliou Ioanna, Giannotti Fosca, Pappalardo Luca
Opublikowane w: EPJ Data Science, 2022, ISSN 2193-1127
Wydawca: Springer Science and Business Media LLC
DOI: 10.1140/epjds/s13688-022-00315-z

Generative Model for Decision Trees

Autorzy: Riccardo Guidotti, Anna Monreale, Mattia Setzu, Giulia Volpi
Opublikowane w: Proceedings of the AAAI Conference on Artificial Intelligence, Numer 38, 2024, Strona(/y) 21116-21124, ISSN 2374-3468
Wydawca: AAAI Press
DOI: 10.1609/aaai.v38i19.30104

Privacy Risk of Global Explainers

Autorzy: Francesca Naretto, Anna Monreale, Fosca Giannotti
Opublikowane w: Proceedings of the First International Conference on Hybrid Human-Artificial Intelligence, 2022
Wydawca: IOS Press
DOI: 10.3233/faia220206

Social Bias Probing: Fairness Benchmarking for Language Models

Autorzy: Marta Marchiori Manerba, Karolina Stanczak, Riccardo Guidotti, Isabelle Augenstein
Opublikowane w: Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing, 2024, Strona(/y) 14653-14671
Wydawca: Association for Computational Linguistics
DOI: 10.18653/v1/2024.emnlp-main.812

FairBelief - Assessing Harmful Beliefs in Language Models

Autorzy: Mattia Setzu, Marta Marchiori Manerba, Pasquale Minervini, Debora Nozza
Opublikowane w: Proceedings of the 4th Workshop on Trustworthy Natural Language Processing (TrustNLP 2024), 2024, Strona(/y) 27-39
Wydawca: Association for Computational Linguistics
DOI: 10.18653/v1/2024.trustnlp-1.3

Data-Agnostic Local Neighborhood Generation

Autorzy: Riccardo Guidotti, Anna Monreale
Opublikowane w: 2020 IEEE International Conference on Data Mining (ICDM), 2020, Strona(/y) 1040-1045, ISBN 978-1-7281-8316-9
Wydawca: IEEE
DOI: 10.1109/icdm50108.2020.00122

User-driven counterfactual generator: a human centered exploration

Autorzy: Beretta I; Cappuccio E; Marchiori Manerba M
Opublikowane w: xAI-2023 - 1st World Conference on eXplainable Artificial, pp. 83–88, Lisbon, Portugal, 26-28/07/2023, Numer 1, 2023, Strona(/y) 83-88, ISSN 1613-0073
Wydawca: CEUR (CEUR Workshop Proceedings)

Understanding the impact of explanations on advice-taking: a user study for AI-based clinical Decision Support Systems

Autorzy: Cecilia Panigutti, Andrea Beretta, Fosca Giannotti, Dino Pedreschi
Opublikowane w: CHI '22: CHI Conference on Human Factors in Computing Systems, 2022, ISBN 9781450391573
Wydawca: Association for Computing Machinery
DOI: 10.1145/3491102.3502104

XAI in healthcare

Autorzy: Gezici G.; Metta C; Beretta A.; Pellungrini R.; Rinzivillo S.; Pedreschi D.; Giannotti F.
Opublikowane w: xAI 2024 - 2nd World Conference on eXplainable Artificial Intelligence, Numer 1, 2024
Wydawca: CEUR-WS

Perspectives in Play: A Multi-Perspective Approach for More Inclusive NLP Systems

Autorzy: Benedetta Muscato, Lucia Passaro, Gizem Gezici, Fosca Giannotti
Opublikowane w: Proceedings of the Thirty-Fourth International Joint Conference on Artificial Intelligence, 2025, Strona(/y) 9827-9835
Wydawca: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/ijcai.2025/1092

Multi-Perspective Stance Detection

Autorzy: Benedetta Muscato, Praveen Bushipaka, Gizem Gezici, Lucia Passaro, Fosca Giannotti
Opublikowane w: 2024
Wydawca: CEUR

Explaining Black Box with Visual Exploration of Latent Space

Autorzy: Bodria, Francesco; Rinzivillo, Salvatore; Fadda, Daniele; Guidotti, Riccardo; Giannotti, Fosca; Pedreschi, Dino
Opublikowane w: Numer 10, 2022
Wydawca: The Eurographics Association
DOI: 10.2312/evs.20221098

Requirements of eXplainable AI in Algorithmic Hiring

Autorzy: Andrea Beretta, Gianmario Ercoli, Alfonso Ferraro, Riccardo Guidotti, Andrea Iommi, Antonio Mastropietro, Anna Monreale, Daniela Rotelli, Salvatore Ruggieri
Opublikowane w: AIMMES 2024: AI bias – Measurements, Mitigation, Explanation Strategies (CEUR Workshop Proceedings, Vol. 3744), Numer CEUR Workshop Proceedings, Volume 3744, 2024, Strona(/y) 75–86
Wydawca: CEUR-WS.org

Categorical Explaining Functors: Ensuring Coherence in Logical Explanations

Autorzy: Stefano Fioravanti, Francesco Giannini, Pietro Barbiero, Paolo Frazzetto, Roberto Confalonieri, Fabio Zanasi, Nicolò Navarin
Opublikowane w: Proceedings of the TwentySecond International Conference on Principles of Knowledge Representation and Reasoning, Numer 22nd International Conference (KR2025), 2025, Strona(/y) 306-315, ISBN 978-1-956792-08-9
Wydawca: International Joint Conferences on Artificial Intelligence Organization
DOI: 10.24963/kr.2025/30

Beyond Headlines: A Corpus of Femicides News Coverage in Italian Newspapers

Autorzy: Eleonora Cappuccio, Benedetta Muscato, Laura Pollacci, Marta Marchiori Manerba, Clara Punzi, Chandana Mala, Margherita Lalli, Gizem Gezici, Michela Natilli, Fosca Giannotti
Opublikowane w: Proceedings of the Tenth Italian Conference on Computational Linguistics (CLiC-it 2024), Numer 2024.clicit-1.21, 2024, Strona(/y) 171–181
Wydawca: CEUR Workshop Proceedings

Position Paper: On the Role of Abductive Reasoning in Semantic Image Segmentation.

Autorzy: Andrea Rafanelli; Stefania Costantini; Andrea Omicini
Opublikowane w: Numer 1, 2022
Wydawca: CEUR-WS

An Overview of Recent Approaches to Enable Diversity in Large Language Models through Aligning with Human Perspectives

Autorzy: Muscato, Benedetta; Mala, Chandana Sree; Manerba M. M.; Gezici, Gizem; Giannotti, Fosca
Opublikowane w: CEUR Workshop Proceedings, Numer 3, 2024
Wydawca: CEUR Workshop Proceedings

AUC-based Selective Classification

Autorzy: Pugnana Andrea, Ruggieri Salvatore
Opublikowane w: Proceedings of The 26th International Conference on Artificial Intelligence and Statistics, 2023
Wydawca: PMLR

Explain and interpret few-shot learning

Autorzy: Fedele A.
Opublikowane w: xAI-2023 - 1st World Conference on eXplainable Artificial, pp. 233–240, Lisbon, Portugal, 26-28/06/2023, Numer Vol. 3554, 2023, Strona(/y) 233–240
Wydawca: CEUR-WS (CEUR Workshop Proceedings)

Explanations Go Linear: Interpretable and Individual Latent Encoding for Post-hoc Explainability

Autorzy: Simone Piaggesi, Riccardo Guidotti, Fosca Giannotti, Dino Pedreschi
Opublikowane w: 2025
Wydawca: IEEE

Doctor XAI: an ontology-based approach to black-box sequential data classification explanations

Autorzy: Cecilia Panigutti,Alan Perotti,Dino Pedreschi
Opublikowane w: FAT* '20: Proceedings of the 2020 Conference on Fairness, Accountability, and Transparency, 2020, Strona(/y) 629–639
Wydawca: ACM
DOI: 10.1145/3351095.3372855

The ethical impact assessment of selling life insurance to titanic passengers

Autorzy: Gezici, Gizem; Mannari, Chiara; Orlandi, Lorenzo
Opublikowane w: HHAI-WS 2023 - Workshops at the Second International Conference on Hybrid Human-Artificial Intelligence, pp. 35–50, Munich, Germany, 26-27/06/2023, Numer 20, 2023
Wydawca: CEUR-WS

An Interpretable Data-Driven Unsupervised Approach for the Prevention of Forgotten Items

Autorzy: Luca Corbucci, Javier Alejandro Borges Legrottaglie, Francesco Spinnato, Anna Monreale, Riccardo Guidotti
Opublikowane w: Frontiers in Artificial Intelligence and Applications, ECAI 2025, 2025
Wydawca: IOS Press
DOI: 10.3233/faia250912

Interpretable Instance-Based Learning Through Pairwise Distance Trees

Autorzy: Andrea Fedele, Alessio Cascione, Riccardo Guidotti, Cristiano Landi
Opublikowane w: Lecture Notes in Computer Science, Machine Learning and Knowledge Discovery in Databases. Research Track, Numer 15126, 2025, Strona(/y) 3-21, ISBN 978-3-032-06078-5
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-06078-5_1

Embracing Diversity: A Multi-Perspective Approach with Soft Labels

Autorzy: Benedetta Muscato, Praveen Bushipaka, Gizem Gezici, Lucia Passaro, Fosca Giannotti, Tommaso Cucinotta
Opublikowane w: Frontiers in Artificial Intelligence and Applications, HHAI 2025, Numer Volume 408 (FAIA), 2025, ISBN 978-1-64368-611-0
Wydawca: IOS Press
DOI: 10.3233/faia250654

Towards Building a Trustworthy RAG-Based Chatbot for the Italian Public Administration

Autorzy: Chandana Sree Mala, Christian di Maio, Mattia Proietti, Gizem Gezici, Fosca Giannotti, Stefano Melacci, Alessandro Lenci, Marco Gori
Opublikowane w: Frontiers in Artificial Intelligence and Applications, HHAI 2025, Numer Volume 408 (FAIA), 2025, ISBN 978-1-64368-611-0
Wydawca: IOS Press
DOI: 10.3233/faia250637

Group Explainability Through Local Approximation

Autorzy: Mattia Setzu, Riccardo Guidotti, Dino Pedreschi, Fosca Giannotti
Opublikowane w: Frontiers in Artificial Intelligence and Applications, ECAI 2025, 2025
Wydawca: IOS Press
DOI: 10.3233/faia250902

An Interactive Interface for Feature Space Navigation

Autorzy: Eleonora Cappuccio, Isacco Beretta, Marta Marchiori Manerba, Salvatore Rinzivillo
Opublikowane w: Frontiers in Artificial Intelligence and Applications, HHAI 2024: Hybrid Human AI Systems for the Social Good, 2024
Wydawca: IOS Press
DOI: 10.3233/faia240184

Balancing Fairness and Interpretability in Clustering with FairParTree

Autorzy: Cristiano Landi, Alessio Cascione, Marta Marchiori Manerba, Riccardo Guidotti
Opublikowane w: Communications in Computer and Information Science, Explainable Artificial Intelligence, Numer 2185, 2025, Strona(/y) 104-127, ISBN 978-3-032-08324-1
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-08324-1_5

Exploring Large Language Models Capabilities to Explain Decision Trees

Autorzy: Paulo Bruno Serafim, Pierluigi Crescenzi, Gizem Gezici, Eleonora Cappuccio, Salvatore Rinzivillo, Fosca Giannotti
Opublikowane w: Frontiers in Artificial Intelligence and Applications, HHAI 2024: Hybrid Human AI Systems for the Social Good, 2024
Wydawca: IOS Press
DOI: 10.3233/faia240183

EXPHLOT: EXplainable Privacy Assessment for Human LOcation Trajectories

Autorzy: Francesca Naretto, Roberto Pellungrini, Salvatore Rinzivillo, Daniele Fadda
Opublikowane w: Lecture Notes in Computer Science, Discovery Science, 2024, Strona(/y) 325-340
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-031-45275-8_22

Unsupervised and Interpretable Detection of User Personalities in Online Social Networks

Autorzy: Alessio Cascione, Laura Pollacci, Riccardo Guidotti
Opublikowane w: Communications in Computer and Information Science, Explainable Artificial Intelligence, Numer 2186, 2025, Strona(/y) 162-179, ISBN 978-3-032-08327-2
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-08327-2_8

Explaining Socio-Demographic and Behavioral Patterns of Vaccination Against the Swine Flu (H1N1) Pandemic

Autorzy: Clara Punzi, Aleksandra Maslennikova, Gizem Gezici, Roberto Pellungrini, Fosca Giannotti
Opublikowane w: Communications in Computer and Information Science, Explainable Artificial Intelligence, 2024, Strona(/y) 621-635
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-031-44067-0_31

MASCOTS: Model-Agnostic Symbolic COunterfactual Explanations for Time Series

Autorzy: Dawid Płudowski, Francesco Spinnato, Piotr Wilczyński, Krzysztof Kotowski, Evridiki Vasileia Ntagiou, Riccardo Guidotti, Przemysław Biecek
Opublikowane w: Lecture Notes in Computer Science, Machine Learning and Knowledge Discovery in Databases. Research Track, Numer 15126, 2025, Strona(/y) 94-112, ISBN 978-3-032-06078-5
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-06078-5_6

Mathematical Foundation of Interpretable Equivariant Surrogate Models

Autorzy: Jacopo Joy Colombini, Filippo Bonchi, Francesco Giannini, Fosca Giannotti, Roberto Pellungrini, Patrizio Frosini
Opublikowane w: Communications in Computer and Information Science, Explainable Artificial Intelligence, Numer 2185, 2025, Strona(/y) 294-318, ISBN 978-3-032-08324-1
Wydawca: Springer Nature Switzerland
DOI: 10.1007/978-3-032-08324-1_13

DINE: Dimensional Interpretability of Node Embeddings

Autorzy: Simone Piaggesi, Megha Khosla, André Panisson, Avishek Anand
Opublikowane w: IEEE Transactions on Knowledge and Data Engineering, Numer 36, 2024, Strona(/y) 7986-7997, ISSN 1041-4347
Wydawca: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tkde.2024.3425460

Explaining Siamese networks in few-shot learning

Autorzy: Andrea Fedele, Riccardo Guidotti, Dino Pedreschi
Opublikowane w: Machine Learning, Numer 113, 2024, Strona(/y) 7723-7760, ISSN 0885-6125
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10994-024-06529-8

Mapping the landscape of ethical considerations in explainable AI research

Autorzy: Luca Nannini, Marta Marchiori Manerba, Isacco Beretta
Opublikowane w: Ethics and Information Technology, Numer 26, 2024, ISSN 1388-1957
Wydawca: Kluwer Academic Publishers
DOI: 10.1007/s10676-024-09773-7

Drifting explanations in continual learning

Autorzy: Andrea Cossu, Francesco Spinnato, Riccardo Guidotti, Davide Bacciu
Opublikowane w: Neurocomputing, Numer 597, 2024, Strona(/y) 127960, ISSN 0925-2312
Wydawca: Elsevier BV
DOI: 10.1016/j.neucom.2024.127960

Publikacje

Pobierz Pobierz zawartość strony