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16 Publications
2025 | Conference Paper | LibreCat-ID: 61229
Muschalik M, Fumagalli F, Frazzetto P, et al. Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks. In: The Thirteenth International Conference on Learning Representations (ICLR). ; 2025.
LibreCat
2025 | Conference Paper | LibreCat-ID: 61232
Visser R, Fumagalli F, Hüllermeier E, Hammer B. Explaining Outliers using Isolation Forest and Shapley Interactions. In: Proceedings of the European Symposium on Artificial Neural Networks (ESANN). ; 2025.
LibreCat
2025 | Conference Paper | LibreCat-ID: 61231
Fumagalli F, Muschalik M, Hüllermeier E, Hammer B, Herbinger J. Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory. In: Proceedings of The 28th International Conference on Artificial Intelligence and Statistics (AISTATS). Vol 258. Proceedings of Machine Learning Research. PMLR; 2025:5140-5148.
LibreCat
2025 | Conference Paper | LibreCat-ID: 59856 | 
Spliethöver M, Knebler T, Fumagalli F, et al. Adaptive Prompting: Ad-hoc Prompt Composition for Social Bias Detection. In: Chiruzzo L, Ritter A, Wang L, 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; 2025:2421–2449.
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2024 | Conference Paper | LibreCat-ID: 58224
Kenneweg P, Kenneweg T, Fumagalli F, Hammer B. No learning rates needed: Introducing SALSA - Stable Armijo Line Search Adaptation. In: 2024 International Joint Conference on Neural Networks (IJCNN). ; 2024:1-8. doi:10.1109/IJCNN60899.2024.10650124
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2024 | Conference Paper | LibreCat-ID: 53073
Muschalik M, Fumagalli F, Hammer B, Huellermeier E. Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles. In: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI). Vol 38. ; 2024:14388-14396. doi:10.1609/aaai.v38i13.29352
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2024 | Conference Paper | LibreCat-ID: 55311
Kolpaczki P, Muschalik M, Fumagalli F, Hammer B, Huellermeier E. SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification. In: Proceedings of The 27th International Conference on Artificial Intelligence and Statistics (AISTATS). Vol 238. Proceedings of Machine Learning Research. PMLR; 2024:3520–3528.
LibreCat
2024 | Conference Paper | LibreCat-ID: 58223
Fumagalli F, Muschalik M, Kolpaczki P, Hüllermeier E, Hammer B. KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions. In: Proceedings of the 41st International Conference on Machine Learning (ICML). Vol 235. Proceedings of Machine Learning Research. PMLR; 2024:14308–14342.
LibreCat
2024 | Conference Paper | LibreCat-ID: 61228
Muschalik M, Baniecki H, Fumagalli F, Kolpaczki P, Hammer B, Huellermeier E. shapiq: Shapley interactions for machine learning. In: Advances in Neural Information Processing Systems (NeurIPS). Vol 37. ; 2024:130324–130357.
LibreCat
2024 | Conference Paper | LibreCat-ID: 61230
Kolpaczki P, Bengs V, Muschalik M, Hüllermeier E. Approximating the shapley value without marginal contributions. In: Proceedings of the AAAI Conference on Artificial Intelligence (AAAI). Vol 38. ; 2024:13246–13255.
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2023 | Journal Article | LibreCat-ID: 50262
Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. Incremental permutation feature importance (iPFI): towards online explanations on data streams. Machine Learning. 2023;112(12):4863-4903. doi:10.1007/s10994-023-06385-y
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2023 | Conference Paper | LibreCat-ID: 48778
Muschalik M, Fumagalli F, Jagtani R, Hammer B, Huellermeier E. iPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios. In: Proceedings of the World Conference on Explainable Artificial Intelligence (XAI). ; 2023. doi:10.1007/978-3-031-44064-9_11
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2023 | Book Chapter | LibreCat-ID: 48776
Muschalik M, Fumagalli F, Hammer B, Huellermeier E. iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams. In: Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD). Springer Nature Switzerland; 2023. doi:10.1007/978-3-031-43418-1_26
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2023 | Conference Paper | LibreCat-ID: 48775
Fumagalli F, Muschalik M, Hüllermeier E, Hammer B. On Feature Removal for Explainability in Dynamic Environments. In: Proceedings of the European Symposium on Artificial Neural Networks (ESANN). ; 2023. doi:10.14428/ESANN/2023.ES2023-148
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2023 | Conference Paper | LibreCat-ID: 52230
Fumagalli F, Muschalik M, Kolpaczki P, Hüllermeier E, Hammer B. SHAP-IQ: Unified Approximation of any-order Shapley Interactions. In: Advances in Neural Information Processing Systems (NeurIPS). Vol 36. ; 2023:11515--11551.
LibreCat
2022 | Journal Article | LibreCat-ID: 48780
Muschalik M, Fumagalli F, Hammer B, Huellermeier E. Agnostic Explanation of Model Change based on Feature Importance. KI - Künstliche Intelligenz. 2022;36(3-4):211-224. doi:10.1007/s13218-022-00766-6
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