Fabian Fumagalli

Publication Activity (10 Years)

Years Active: 2022-2024
Publications (10 Years): 16

Top Topics

Feature Importance

Top Venues

Publications

Philip Kenneweg, Tristan Kenneweg, Fabian Fumagalli, Barbara Hammer
No learning rates needed: Introducing SALSA - Stable Armijo Line Search Adaptation. CoRR (2024)
Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer
KernelSHAP-IQ: Weighted Least-Square Optimization for Shapley Interactions. CoRR (2024)
Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. AAAI (2024)
Patrick Kolpaczki, Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification. AISTATS (2024)
Patrick Kolpaczki, Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier
SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification. CoRR (2024)
Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier
Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. CoRR (2024)
Maximilian Muschalik, Fabian Fumagalli, Rohit Jagtani, Barbara Hammer, Eyke Hüllermeier
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. xAI (1) (2023)
Fabian Fumagalli, Maximilian Muschalik, Eyke Hüllermeier, Barbara Hammer
On Feature Removal for Explainability in Dynamic Environments. ESANN (2023)
Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer
SHAP-IQ: Unified Approximation of any-order Shapley Interactions. CoRR (2023)
Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. CoRR (2023)
Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer
SHAP-IQ: Unified Approximation of any-order Shapley Interactions. NeurIPS (2023)
Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier
iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. ECML/PKDD (3) (2023)
Maximilian Muschalik, Fabian Fumagalli, Rohit Jagtani, Barbara Hammer, Eyke Hüllermeier
iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. CoRR (2023)
Fabian Fumagalli, Maximilian Muschalik, Eyke Hüllermeier, Barbara Hammer
Incremental permutation feature importance (iPFI): towards online explanations on data streams. Mach. Learn. 112 (12) (2023)
Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier
Agnostic Explanation of Model Change based on Feature Importance. Künstliche Intell. 36 (3) (2022)
Fabian Fumagalli, Maximilian Muschalik, Eyke Hüllermeier, Barbara Hammer
Incremental Permutation Feature Importance (iPFI): Towards Online Explanations on Data Streams. CoRR (2022)