I am a postdoc at University of Pisa, working on AI systems that know what they do not know.
Jan 22, 2025
The work “A Causal Framework for Evaluating Deferring Systems” (link to camera-ready version will be added asap) with Filippo Palomba, José M. Alvarez and Salvatore Ruggieri has been accepted at the The 28th International Conference on Artificial Intelligence and Statistics (AISTATS).
Dec 3, 2024
The work “Things Machine Learning Models know that they don’t know” (link to be added asap) with Salvatore Ruggieri has been accepted at the Thirty-Ninth AAAI Conference on Artificial Intelligence (AAAI) 2025.
Sep 1, 2024
The work “Deep Neural Network Benchmarks for Selective Classification” has been accepted for pubblication in The Journal of Data-Centric Machine-Learning Research (DMLR).
May 27, 2024
The work “Interpretable and Fair Mechanisms for Abstaining Classifiers” has been accepted at the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD) 2024.
May 24, 2024
I successfully defended my PhD thesis entitled “Topics in Selective Prediction”. A huge thanks to my PhD advisors, Salvatore Ruggieri and Francesca Chiaromonte for their guidance and support.
Feb 7, 2023
I will present my work “Topics in Selective Classification” at AAAI 2023 Doctoral Consortium. The work summarizes my PhD project on selective classification, a machine learning paradigm that aims to improve the performance of classifiers by abstaining on difficult instances.
Jan 20, 2023
The work AUC-based Selective Classification has been accepted at the International Conference on Artificial Intelligence and Statistics (AISTATS) 2023. A huge thanks to my PhD supervisor Salvatore Ruggieri for his help. The work proposes a new selective classification method based on the Area Under the ROC Curve (AUC) metric. The method is model-agnostic and can be used with any classifier. See you in Valencia for the conference!
Nov 19, 2022
The work A Model-agnostic Heuristics for Selective Classification has been accepted at the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) 2023. A huge thanks to my PhD supervisor Salvatore Ruggieri for his help.
Oct 14, 2022
The work Can we Trust Fair AI? by Salvatore Ruggieri, José M. Alvarez, me, Laura State and Franco Turini has been accepted at the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI) 2023. .
Oct 11, 2022
The work Topics in Selective Classification has been accepted at the Doctoral Consortium of AAAI Conference on Artificial Intelligence (AAAI) 2023. A huge thanks to my PhD supervisor Salvatore Ruggieri for his help.