Fabian Fumagalli

Sonderforschungsbereich Transregio 318

Mitglied - Wissenschaftlicher Mitarbeiter

Doktorand C03

Publikationen

Aktuelle Publikationen

Investigating the Impact of Conceptual Metaphors on LLM-based NLI through Shapley Interactions

M. Sengupta, M. Muschalik, F. Fumagalli, B. Hammer, E. Hüllermeier, D. Ghosh, H. Wachsmuth, in: Accepted in Findings , EMNLP , 2025.


Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection

M. Spliethöver, T. Knebler, F. Fumagalli, M. Muschalik, B. Hammer, E. Hüllermeier, H. Wachsmuth, in: L. Chiruzzo, A. Ritter, L. Wang (Eds.), Proceedings of the 2025 Conference of the Nations of the Americas Chapter of the Association for Computational Linguistics: Human Language Technologies (Volume 1: Long Papers), Association for Computational Linguistics, Albuquerque, New Mexico, 2025, pp. 2421–2449.

https://github.com/webis-de/naacl25-prompt-compositions

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

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

DOI

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

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


shapiq: Shapley interactions for machine learning

M. Muschalik, H. Baniecki, F. Fumagalli, P. Kolpaczki, B. Hammer, E. Huellermeier, in: Advances in Neural Information Processing Systems (NeurIPS), 2024, pp. 130324–130357.


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