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16 Publications
2025 | Conference Paper | LibreCat-ID: 61229
@inproceedings{Muschalik_Fumagalli_Frazzetto_Strotherm_Hermes_Sperduti_Hüllermeier_Hammer_2025, title={Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks}, booktitle={The Thirteenth International Conference on Learning Representations (ICLR)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Frazzetto, Paolo and Strotherm, Janine and Hermes, Luca and Sperduti, Alessandro and Hüllermeier, Eyke and Hammer, Barbara}, year={2025} }
LibreCat
2025 | Conference Paper | LibreCat-ID: 61232
@inproceedings{Visser_Fumagalli_Hüllermeier_Hammer_2025, title={Explaining Outliers using Isolation Forest and Shapley Interactions}, booktitle={Proceedings of the European Symposium on Artificial Neural Networks (ESANN)}, author={Visser, Roel and Fumagalli, Fabian and Hüllermeier, Eyke and Hammer, Barbara}, year={2025} }
LibreCat
2025 | Conference Paper | LibreCat-ID: 61231
@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_Herbinger_2025, series={Proceedings of Machine Learning Research}, title={Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory}, volume={258}, booktitle={Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS)}, publisher={PMLR}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara and Herbinger, Julia}, year={2025}, pages={5140–5148}, collection={Proceedings of Machine Learning Research} }
LibreCat
2025 | Conference Paper | LibreCat-ID: 59856 | 
@inproceedings{Spliethöver_Knebler_Fumagalli_Muschalik_Hammer_Hüllermeier_Wachsmuth_2025, place={Albuquerque, New Mexico}, title={Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection}, booktitle={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)}, publisher={Association for Computational Linguistics}, author={Spliethöver, Maximilian and Knebler, Tim and Fumagalli, Fabian and Muschalik, Maximilian and Hammer, Barbara and Hüllermeier, Eyke and Wachsmuth, Henning}, editor={Chiruzzo, Luis and Ritter, Alan and Wang, Lu}, year={2025}, pages={2421–2449} }
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2024 | Conference Paper | LibreCat-ID: 58224
@inproceedings{Kenneweg_Kenneweg_Fumagalli_Hammer_2024, title={No learning rates needed: Introducing SALSA - Stable Armijo Line Search Adaptation}, DOI={10.1109/IJCNN60899.2024.10650124}, booktitle={2024 International Joint Conference on Neural Networks (IJCNN)}, author={Kenneweg, Philip and Kenneweg, Tristan and Fumagalli, Fabian and Hammer, Barbara}, year={2024}, pages={1–8} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 53073
@inproceedings{Muschalik_Fumagalli_Hammer_Huellermeier_2024, title={Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles}, volume={38}, DOI={10.1609/aaai.v38i13.29352}, number={13}, booktitle={Proceedings of the AAAI Conference on Artificial Intelligence (AAAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={14388–14396} }
LibreCat
| DOI
2024 | Conference Paper | LibreCat-ID: 55311
@inproceedings{Kolpaczki_Muschalik_Fumagalli_Hammer_Huellermeier_2024, series={Proceedings of Machine Learning Research}, title={SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification}, volume={238}, booktitle={Proceedings of The 27th International Conference on Artificial Intelligence and Statistics (AISTATS)}, publisher={PMLR}, author={Kolpaczki, Patrick and Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={3520–3528}, collection={Proceedings of Machine Learning Research} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 58223
@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2024, series={Proceedings of Machine Learning Research}, title={KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions}, volume={235}, booktitle={Proceedings of the 41st International Conference on Machine Learning (ICML)}, publisher={PMLR}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2024}, pages={14308–14342}, collection={Proceedings of Machine Learning Research} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 61228
@inproceedings{Muschalik_Baniecki_Fumagalli_Kolpaczki_Hammer_Huellermeier_2024, title={shapiq: Shapley interactions for machine learning}, volume={37}, booktitle={Advances in Neural Information Processing Systems (NeurIPS)}, author={Muschalik, Maximilian and Baniecki, Hubert and Fumagalli, Fabian and Kolpaczki, Patrick and Hammer, Barbara and Huellermeier, Eyke}, year={2024}, pages={130324–130357} }
LibreCat
2024 | Conference Paper | LibreCat-ID: 61230
@inproceedings{Kolpaczki_Bengs_Muschalik_Hüllermeier_2024, title={Approximating the shapley value without marginal contributions}, volume={38}, number={12}, booktitle={Proceedings of the AAAI conference on Artificial Intelligence (AAAI)}, author={Kolpaczki, Patrick and Bengs, Viktor and Muschalik, Maximilian and Hüllermeier, Eyke}, year={2024}, pages={13246–13255} }
LibreCat
2023 | Journal Article | LibreCat-ID: 50262
@article{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={Incremental permutation feature importance (iPFI): towards online explanations on data streams}, volume={112}, DOI={10.1007/s10994-023-06385-y}, number={12}, journal={Machine Learning}, publisher={Springer Science and Business Media LLC}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={4863–4903} }
LibreCat
| DOI
2023 | Conference Paper | LibreCat-ID: 48778
@inproceedings{Muschalik_Fumagalli_Jagtani_Hammer_Huellermeier_2023, title={iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios}, DOI={10.1007/978-3-031-44064-9_11}, booktitle={Proceedings of the World Conference on Explainable Artificial Intelligence (xAI)}, author={Muschalik, Maximilian and Fumagalli, Fabian and Jagtani, Rohit and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
LibreCat
| DOI
2023 | Book Chapter | LibreCat-ID: 48776
@inbook{Muschalik_Fumagalli_Hammer_Huellermeier_2023, title={iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams}, DOI={10.1007/978-3-031-43418-1_26}, booktitle={Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD)}, publisher={Springer Nature Switzerland}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2023} }
LibreCat
| DOI
2023 | Conference Paper | LibreCat-ID: 48775
@inproceedings{Fumagalli_Muschalik_Hüllermeier_Hammer_2023, title={On Feature Removal for Explainability in Dynamic Environments}, DOI={10.14428/ESANN/2023.ES2023-148}, booktitle={Proceedings of the European Symposium on Artificial Neural Networks (ESANN)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Hüllermeier, Eyke and Hammer, Barbara}, year={2023} }
LibreCat
| DOI
2023 | Conference Paper | LibreCat-ID: 52230
@inproceedings{Fumagalli_Muschalik_Kolpaczki_Hüllermeier_Hammer_2023, title={SHAP-IQ: Unified Approximation of any-order Shapley Interactions}, volume={36}, booktitle={Advances in Neural Information Processing Systems (NeurIPS)}, author={Fumagalli, Fabian and Muschalik, Maximilian and Kolpaczki, Patrick and Hüllermeier, Eyke and Hammer, Barbara}, year={2023}, pages={11515--11551} }
LibreCat
2022 | Journal Article | LibreCat-ID: 48780
@article{Muschalik_Fumagalli_Hammer_Huellermeier_2022, title={Agnostic Explanation of Model Change based on Feature Importance}, volume={36}, DOI={10.1007/s13218-022-00766-6}, number={3–4}, journal={KI - Künstliche Intelligenz}, publisher={Springer Science and Business Media LLC}, author={Muschalik, Maximilian and Fumagalli, Fabian and Hammer, Barbara and Huellermeier, Eyke}, year={2022}, pages={211–224} }
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| DOI