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Books and Theses
- 2022
[b1]Mattia Setzu:
Opening the Black Box: Empowering Machine Learning Models with Explanations. University of Pisa, Italy, 2022
Journal Articles
- 2024
- [j2]Mattia Setzu
, Silvia Corbara, Anna Monreale, Alejandro Moreo, Fabrizio Sebastiani:
Explainable Authorship Identification in Cultural Heritage Applications. ACM Journal on Computing and Cultural Heritage 17(3): 44:1-44:23 (2024) - 2021
- [j1]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
GLocalX - From Local to Global Explanations of Black Box AI Models. Artif. Intell. 294: 103457 (2021)
Conference and Workshop Papers
- 2024
- [c10]Riccardo Guidotti, Anna Monreale, Mattia Setzu, Giulia Volpi:
Generative Model for Decision Trees. AAAI 2024: 21116-21124 - [c9]Guillermo Fernández, Riccardo Guidotti, Fosca Giannotti, Mattia Setzu, Juan A. Aledo, José A. Gámez, José Miguel Puerta:
FLocalX - Local to Global Fuzzy Explanations for Black Box Classifiers. IDA (2) 2024: 197-209 - [c8]Alessio Cascione, Mattia Setzu, Riccardo Guidotti:
Data-Agnostic Pivotal Instances Selection for Decision-Making Models. ECML/PKDD (1) 2024: 367-386 - [c7]Marco Polignano, Cataldo Musto, Roberto Pellungrini, Erasmo Purificato, Giovanni Semeraro, Mattia Setzu:
XAI.it 2024: An Overview on the Future of AI in the Era of Large Language Models. XAI.it@AI*IA 2024: 1-10 - 2023
- [c6]Mattia Setzu, Salvatore Ruggieri:
Correlation and Unintended Biases on Univariate and Multivariate Decision Trees. IEEE Big Data 2023: 5382-5391 - [c5]Nafis Irtiza Tripto, Adaku Uchendu, Thai Le, Mattia Setzu, Fosca Giannotti, Dongwon Lee:
HANSEN: Human and AI Spoken Text Benchmark for Authorship Analysis. EMNLP (Findings) 2023: 13706-13724 - [c4]Fosca Giannotti, Riccardo Guidotti, Anna Monreale, Luca Pappalardo, Dino Pedreschi, Roberto Pellungrini, Francesca Pratesi, Salvatore Rinzivillo, Salvatore Ruggieri, Mattia Setzu, Rosaria Deluca:
Trustworthy AI at KDD Lab. Ital-IA 2023: 388-393 - 2021
- [c3]Mattia Setzu, Anna Monreale, Pasquale Minervini:
TRIPLEx: Triple Extraction for Explanation. CogMI 2021: 44-53 - 2019
- [c2]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini:
Global Explanations with Local Scoring. PKDD/ECML Workshops (1) 2019: 159-171 - 2016
- [c1]Mattia Setzu, Maurizio Atzori:
SPARQL Queries over Source Code. ICSC 2016: 104-106
Editorship
- 2024
- [e1]Marco Polignano, Cataldo Musto, Roberto Pellungrini, Erasmo Purificato, Giovanni Semeraro, Mattia Setzu:
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. CEUR Workshop Proceedings 3839, CEUR-WS.org 2024 [contents]
Informal and Other Publications
- 2024
- [i6]Clara Punzi, Roberto Pellungrini, Mattia Setzu, Fosca Giannotti, Dino Pedreschi:
AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems. CoRR abs/2402.06287 (2024) - [i5]Mattia Setzu, Marta Marchiori Manerba, Pasquale Minervini, Debora Nozza:
FairBelief - Assessing Harmful Beliefs in Language Models. CoRR abs/2402.17389 (2024) - 2023
- [i4]Nafis Irtiza Tripto, Adaku Uchendu, Thai Le, Mattia Setzu, Fosca Giannotti, Dongwon Lee:
HANSEN: Human and AI Spoken Text Benchmark for Authorship Analysis. CoRR abs/2310.16746 (2023) - [i3]Mattia Setzu, Silvia Corbara, Anna Monreale, Alejandro Moreo, Fabrizio Sebastiani:
Explainable Authorship Identification in Cultural Heritage Applications: Analysis of a New Perspective. CoRR abs/2311.02237 (2023) - [i2]Mattia Setzu, Salvatore Ruggieri:
Correlation and Unintended Biases on Univariate and Multivariate Decision Trees. CoRR abs/2312.01884 (2023) - 2021
- [i1]Mattia Setzu, Riccardo Guidotti, Anna Monreale, Franco Turini, Dino Pedreschi, Fosca Giannotti:
GLocalX - From Local to Global Explanations of Black Box AI Models. CoRR abs/2101.07685 (2021)
Coauthor Index
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