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Fabian Fumagalli

10 papers at tracked venues · 6 at CORE A* · active 2024–2026

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Venues

AAAI ×2AISTATS ×2NeurIPS ×2EMNLP ×1ICLR ×1ICML ×1NAACL ×1

Frequent coauthors

Maximilian Muschalik
×10
Barbara Hammer
×9
Eyke Hüllermeier
×9
Patrick Kolpaczki
×3
Henning Wachsmuth
×2
Hubert Baniecki
×2
Marcel Wever
×1
Marius Lindauer
×1
Maximilian Spliethöver
×1
Tim Knebler
×1
Paolo Frazzetto
×1
Janine Strotherm
×1

Papers

  1. HyperSHAP: Shapley Values and Interactions for Explaining Hyperparameter Optimization
    AAAI 2026 ·
    Marcel Wever
    ,
    Maximilian Muschalik
    , Fabian Fumagalli,
    Marius Lindauer
  2. Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection
    NAACL 2025 ·
    Maximilian Spliethöver
    ,
    Tim Knebler
    , Fabian Fumagalli,
    Maximilian Muschalik
    ,
    Barbara Hammer
    ,
    Eyke Hüllermeier
    ,
    Henning Wachsmuth
  3. Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
    ICLR 2025 ·
    Maximilian Muschalik
    , Fabian Fumagalli,
    Paolo Frazzetto
    ,
    Janine Strotherm
    ,
    Luca Hermes
    ,
    Alessandro Sperduti
    ,
    Eyke Hüllermeier
    ,
    Barbara Hammer
  4. Explaining Similarity in Vision-Language Encoders with Weighted Banzhaf Interactions
    NeurIPS 2025 ·
    Hubert Baniecki
    ,
    Maximilian Muschalik
    , Fabian Fumagalli,
    Barbara Hammer
    ,
    Eyke Hüllermeier
    ,
    Przemyslaw Biecek
  5. Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions
    EMNLP 2025 ·
    Meghdut Sengupta
    ,
    Maximilian Muschalik
    , Fabian Fumagalli,
    Barbara Hammer
    ,
    Eyke Hüllermeier
    ,
    Debanjan Ghosh
    ,
    Henning Wachsmuth
  6. Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
    AISTATS 2025 · Fabian Fumagalli,
    Maximilian Muschalik
    ,
    Eyke Hüllermeier
    ,
    Barbara Hammer
    ,
    Julia Herbinger
  7. Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles
    AAAI 2024 ·
    Maximilian Muschalik
    , Fabian Fumagalli,
    Barbara Hammer
    ,
    Eyke Hüllermeier
  8. KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions
    ICML 2024 · Fabian Fumagalli,
    Maximilian Muschalik
    ,
    Patrick Kolpaczki
    ,
    Eyke Hüllermeier
    ,
    Barbara Hammer
  9. SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
    AISTATS 2024 ·
    Patrick Kolpaczki
    ,
    Maximilian Muschalik
    , Fabian Fumagalli,
    Barbara Hammer
    ,
    Eyke Hüllermeier
  10. shapiq: Shapley Interactions for Machine Learning
    NeurIPS 2024 ·
    Maximilian Muschalik
    ,
    Hubert Baniecki
    , Fabian Fumagalli,
    Patrick Kolpaczki
    ,
    Barbara Hammer
    ,
    Eyke Hüllermeier