Pugnana, Andrea

10 publications

AISTATS 2025 A Causal Framework for Evaluating Deferring Systems Filippo Palomba, Andrea Pugnana, Jose Manuel Alvarez, Salvatore Ruggieri

NeurIPS 2025 Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts Andrea Pugnana, Riccardo Massidda, Francesco Giannini, Pietro Barbiero, Mateo Espinosa Zarlenga, Roberto Pellungrini, Gabriele Dominici, Fosca Giannotti, Davide Bacciu

AAAI 2025 Things Machine Learning Models Know That They Don't Know Salvatore Ruggieri, Andrea Pugnana

DMLR 2024 Deep Neural Network Benchmarks for Selective Classification Andrea Pugnana, Lorenzo Perini, Jesse Davis, Salvatore Ruggieri

ECML-PKDD 2024 Interpretable and Fair Mechanisms for Abstaining Classifiers Daphne Lenders, Andrea Pugnana, Roberto Pellungrini, Toon Calders, Dino Pedreschi, Fosca Giannotti

MLJ 2024 Solving Imbalanced Learning with Outlier Detection and Features Reduction Salvatore Lusito, Andrea Pugnana, Riccardo Guidotti

AAAI 2023 A Model-Agnostic Heuristics for Selective Classification Andrea Pugnana, Salvatore Ruggieri

AISTATS 2023 AUC-Based Selective Classification Andrea Pugnana, Salvatore Ruggieri

AAAI 2023 Can We Trust Fair-AI? Salvatore Ruggieri, José M. Álvarez, Andrea Pugnana, Laura State, Franco Turini

AAAI 2023 Topics in Selective Classification Andrea Pugnana