SPARQL Queries over Source Code. - Mattia Setzu; Maurizio Atzori (ICSC, 2016)

Global Explanations with Local Scoring. - Mattia Setzu; Riccardo Guidotti; Anna Monreale; Franco Turini (PKDD/ECML Workshops (1), 2019)

TRIPLEx: Triple Extraction for Explanation. - Mattia Setzu; Anna Monreale; Pasquale Minervini (CogMI, 2021)

GLocalX - From Local to Global Explanations of Black Box AI Models. - Mattia Setzu; Riccardo Guidotti; Anna Monreale; Franco Turini; Dino Pedreschi; Fosca Giannotti (Artif. Intell., 2021)

Opening the Black Box: Empowering Machine Learning Models with Explanations. - Mattia Setzu (2022)

Correlation and Unintended Biases on Univariate and Multivariate Decision Trees. - Mattia Setzu; Salvatore Ruggieri (IEEE Big Data, 2023)

HANSEN: Human and AI Spoken Text Benchmark for Authorship Analysis. - Nafis Irtiza Tripto; Adaku Uchendu; Thai Le; Mattia Setzu; Fosca Giannotti; Dongwon Lee 001 (EMNLP (Findings), 2023)

Trustworthy AI at KDD Lab. - Fosca Giannotti; Riccardo Guidotti; Anna Monreale; Luca Pappalardo; Dino Pedreschi; Roberto Pellungrini; Francesca Pratesi; Salvatore Rinzivillo; Salvatore Ruggieri; Mattia Setzu; Rosaria Deluca (Ital-IA, 2023)

Towards Synergistic Human-AI Collaboration in Hybrid Decision-Making Systems. - Clara Punzi; Mattia Setzu; Roberto Pellungrini; Fosca Giannotti; Dino Pedreschi (PKDD/ECML Workshops (2), 2023)

Explainable Authorship Identification in Cultural Heritage Applications: Analysis of a New Perspective. - Mattia Setzu; Silvia Corbara; Anna Monreale; Alejandro Moreo; Fabrizio Sebastiani 001 (CoRR, 2023)

Generative Model for Decision Trees. - Riccardo Guidotti; Anna Monreale; Mattia Setzu; Giulia Volpi (AAAI, 2024)

Interpretable Machine Learning for Oral Lesion Diagnosis Through Prototypical Instances Identification. - Alessio Cascione; Mattia Setzu; Federico A. Galatolo; Mario G. C. A. Cimino; Riccardo Guidotti (DS (2), 2024)

FLocalX - Local to Global Fuzzy Explanations for Black Box Classifiers. - Guillermo Fernández 005; Riccardo Guidotti; Fosca Giannotti; Mattia Setzu; Juan A. Aledo; José A. Gámez 001; José M. Puerta (IDA (2), 2024)

Data-Agnostic Pivotal Instances Selection for Decision-Making Models. - Alessio Cascione; Mattia Setzu; Riccardo Guidotti (ECML/PKDD (1), 2024)

XAI.it 2024: An Overview on the Future of AI in the Era of Large Language Models. - Marco Polignano; Cataldo Musto; Roberto Pellungrini; Erasmo Purificato; Giovanni Semeraro; Mattia Setzu (XAI.it@AI*IA, 2024)

AI, Meet Human: Learning Paradigms for Hybrid Decision Making Systems. - Clara Punzi; Roberto Pellungrini; Mattia Setzu; Fosca Giannotti; Dino Pedreschi (CoRR, 2024)

FairBelief - Assessing Harmful Beliefs in Language Models. - Mattia Setzu; Marta Marchiori Manerba; Pasquale Minervini; Debora Nozza (CoRR, 2024)

Explainable Authorship Identification in Cultural Heritage Applications. - Mattia Setzu; Silvia Corbara; Anna Monreale; Alejandro Moreo; Fabrizio Sebastiani 001 (ACM Journal on Computing and Cultural Heritage, 2024)

Fair Clustering with Clusterlets. - Mattia Setzu; Riccardo Guidotti (CoRR, 2025)