Fabian Fumagalli

Sonderforschungsbereich Transregio 318

Mitglied - Wissenschaftlicher Mitarbeiter

Doktorand C03

Publikationen

Aktuelle Publikationen

Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles

M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, Proceedings of the AAAI Conference on Artificial Intelligence 38 (2024) 14388–14396.


SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification

P. Kolpaczki, M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: S. Dasgupta, S. Mandt, Y. Li (Eds.), Proceedings of The 27th International Conference on Artificial Intelligence and Statistics, PMLR, 2024, pp. 3520–3528.


SHAP-IQ: Unified Approximation of any-order Shapley Interactions

F. Fumagalli, M. Muschalik, P. Kolpaczki, E. Hüllermeier, B. Hammer, in: NeurIPS 2023 - Advances in Neural Information Processing Systems, Curran Associates, Inc., 2023, pp. 11515--11551.


iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams

M. Muschalik, F. Fumagalli, B. Hammer, E. Huellermeier, in: Machine Learning and Knowledge Discovery in Databases: Research Track, Springer Nature Switzerland, Cham, 2023.


On Feature Removal for Explainability in Dynamic Environments

F. Fumagalli, M. Muschalik, E. Hüllermeier, B. Hammer, in: ESANN 2023 Proceedings, i6doc.com publ., 2023.


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