@misc{cascione2026expanding,
  author = {Alessio Cascione and Mattia Setzu and Cristiano Landi and Paolo Maria Mancarella and Riccardo Guidotti},
  title = {Expanding Data-Agnostic Pivotal Instances Selection Models with Proximity Trees and Ensemble Learning},
  year = {2026},
  eprint = {2607.27522},
  archivePrefix = {arXiv},
  primaryClass = {cs.LG},
  url = {https://arxiv.org/abs/2607.27522}
}

@inproceedings{fidone2026sparse,
  author = {G. Fidone and Alessio Cascione and Riccardo Guidotti},
  title = {Learning Sparse Decision Trees via Transformer Variational Auto-Encoders},
  booktitle = {2026 IEEE International Conference on Data Mining (ICDM)},
  year = {2026},
  note = {Forthcoming}
}

@inproceedings{cinquini2026interpretable,
  author = {Martina Cinquini and Alessio Cascione and Emanuele Sciancalepore and Riccardo Guidotti},
  title = {Interpretable Ensemble Anomaly Detection for Cybersecurity Time Series},
  booktitle = {8th ECML PKDD International Workshop on eXplainable Knowledge Discovery in Data Mining (XKDD 2026)},
  year = {2026},
  note = {Forthcoming}
}

@inproceedings{cascione2026unsupervised,
  author = {Alessio Cascione and Laura Pollacci and Riccardo Guidotti},
  title = {Unsupervised and Interpretable Detection of User Personalities in Online Social Networks},
  booktitle = {Explainable Artificial Intelligence. xAI 2025},
  series = {Communications in Computer and Information Science},
  volume = {2578},
  pages = {162--179},
  publisher = {Springer},
  year = {2026},
  doi = {10.1007/978-3-032-08327-2_8},
  url = {https://doi.org/10.1007/978-3-032-08327-2_8}
}

@inproceedings{landi2026fairpartree,
  author = {Cristiano Landi and Alessio Cascione and Marta Marchiori Manerba and Riccardo Guidotti},
  title = {Balancing Fairness and Interpretability in Clustering with FairParTree},
  booktitle = {Explainable Artificial Intelligence. xAI 2025},
  series = {Communications in Computer and Information Science},
  volume = {2577},
  pages = {104--127},
  publisher = {Springer},
  year = {2026},
  doi = {10.1007/978-3-032-08324-1_5},
  url = {https://doi.org/10.1007/978-3-032-08324-1_5}
}

@inproceedings{fedele2026pairwise,
  author = {Andrea Fedele and Alessio Cascione and Riccardo Guidotti and Cristiano Landi},
  title = {Interpretable Instance-Based Learning Through Pairwise Distance Trees},
  booktitle = {Machine Learning and Knowledge Discovery in Databases. Research Track - ECML PKDD 2025},
  series = {Lecture Notes in Computer Science},
  volume = {16016},
  pages = {3--21},
  publisher = {Springer},
  year = {2026},
  doi = {10.1007/978-3-032-06078-5_1},
  url = {https://doi.org/10.1007/978-3-032-06078-5_1}
}

@inproceedings{landi2025hybrid,
  author = {Cristiano Landi and Alessio Cascione and Riccardo Guidotti},
  title = {Interpretable and Accurate Hybrid Decision Trees with Selective Case-Based Splits},
  booktitle = {2025 IEEE International Conference on Big Data (BigData)},
  pages = {3969--3978},
  publisher = {IEEE},
  year = {2025},
  doi = {10.1109/BigData66926.2025.11402029},
  url = {https://doi.org/10.1109/BigData66926.2025.11402029}
}

@inproceedings{cascione2024pivot,
  author = {Alessio Cascione and Mattia Setzu and Riccardo Guidotti},
  title = {Data-Agnostic Pivotal Instances Selection for Decision-Making Models},
  booktitle = {Machine Learning and Knowledge Discovery in Databases. Research Track - ECML PKDD 2024},
  series = {Lecture Notes in Computer Science},
  volume = {14941},
  pages = {367--386},
  publisher = {Springer},
  year = {2024},
  doi = {10.1007/978-3-031-70341-6_22},
  url = {https://doi.org/10.1007/978-3-031-70341-6_22}
}

@inproceedings{cascione2024oral,
  author = {Alessio Cascione and Mattia Setzu and Federico A. Galatolo and Mario G. C. A. Cimino and Riccardo Guidotti},
  title = {Interpretable Machine Learning and Instance-based Approach for Oral Disease Prediction},
  booktitle = {Proceedings of the 3rd Italian Conference on Big Data and Data Science (ITADATA 2024)},
  year = {2024}
}

@inproceedings{cascione2024oralLesion,
  author = {Alessio Cascione and Mattia Setzu and Federico A. Galatolo and Mario G. C. A. Cimino and Riccardo Guidotti},
  title = {Interpretable Machine Learning for Oral Lesion Diagnosis Through Prototypical Instances Identification},
  booktitle = {Discovery Science},
  series = {Lecture Notes in Computer Science},
  volume = {15244},
  pages = {316--331},
  publisher = {Springer},
  year = {2024},
  doi = {10.1007/978-3-031-78980-9_20},
  url = {https://doi.org/10.1007/978-3-031-78980-9_20}
}

@inproceedings{cascione2024women,
  author = {Alessio Cascione and Aldo Cerulli and Marta Marchiori Manerba and Lucia C. Passaro},
  title = {Women's Professions and Targeted Misogyny Online},
  booktitle = {Proceedings of the 10th Italian Conference on Computational Linguistics (CLiC-it 2024)},
  series = {CEUR Workshop Proceedings},
  volume = {3878},
  year = {2024},
  url = {https://ceur-ws.org/Vol-3878/21_main_long.pdf}
}

@inproceedings{cascione2024hurtfulness,
  author = {Alessio Cascione and Aldo Cerulli and Marta Marchiori Manerba and Lucia C. Passaro},
  title = {Investigating the Hurtfulness of Misogynistic Tweets Across Professions},
  booktitle = {Discovery Science 2024 - Late Breaking Contributions},
  series = {CEUR Workshop Proceedings},
  volume = {3928},
  year = {2024},
  url = {https://ceur-ws.org/Vol-3928/paper_174.pdf}
}