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Andrea Pugnana

4 papers at tracked venues · 2 at CORE A* · active 2024–2025

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Venues

AAAI ×1AISTATS ×1ECML-PKDD ×1NeurIPS ×1

Frequent coauthors

Salvatore Ruggieri
×2
Roberto Pellungrini
×2
Fosca Giannotti
×2
Filippo Palomba
×1
José M. Álvarez
×1
Riccardo Massidda
×1
Francesco Giannini
×1
Pietro Barbiero
×1
Mateo Espinosa Zarlenga
×1
Gabriele Dominici
×1
Davide Bacciu
×1
Daphne Lenders
×1

Papers

  1. A Causal Framework for Evaluating Deferring Systems
    AISTATS 2025 ·
    Filippo Palomba
    , Andrea Pugnana,
    José M. Álvarez
    ,
    Salvatore Ruggieri
  2. Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts
    NeurIPS 2025 · Andrea Pugnana,
    Riccardo Massidda
    ,
    Francesco Giannini
    ,
    Pietro Barbiero
    ,
    Mateo Espinosa Zarlenga
    ,
    Roberto Pellungrini
    ,
    Gabriele Dominici
    ,
    Fosca Giannotti
    ,
    Davide Bacciu
  3. Things Machine Learning Models Know That They Don't Know
    AAAI 2025 ·
    Salvatore Ruggieri
    , Andrea Pugnana
  4. Interpretable and Fair Mechanisms for Abstaining Classifiers
    ECML-PKDD 2024 ·
    Daphne Lenders
    , Andrea Pugnana,
    Roberto Pellungrini
    ,
    Toon Calders
    ,
    Dino Pedreschi
    ,
    Fosca Giannotti