Muschalik, Maximilian

11 publications

ICLR 2025 Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks Maximilian Muschalik, Fabian Fumagalli, Paolo Frazzetto, Janine Strotherm, Luca Hermes, Alessandro Sperduti, Eyke Hüllermeier, Barbara Hammer

NeurIPS 2025 Explaining Similarity in Vision-Language Encoders with Weighted Banzhaf Interactions Hubert Baniecki, Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier, Przemyslaw Biecek

AISTATS 2025 Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory Fabian Fumagalli, Maximilian Muschalik, Eyke Hüllermeier, Barbara Hammer, Julia Herbinger

AAAI 2024 Approximating the Shapley Value Without Marginal Contributions Patrick Kolpaczki, Viktor Bengs, Maximilian Muschalik, Eyke Hüllermeier

AAAI 2024 Beyond TreeSHAP: Efficient Computation of Any-Order Shapley Interactions for Tree Ensembles Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier

ICML 2024 KernelSHAP-IQ: Weighted Least Square Optimization for Shapley Interactions Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer

AISTATS 2024 SVARM-IQ: Efficient Approximation of Any-Order Shapley Interactions Through Stratification Patrick Kolpaczki, Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier

NeurIPS 2024 Shapiq: Shapley Interactions for Machine Learning Maximilian Muschalik, Hubert Baniecki, Fabian Fumagalli, Patrick Kolpaczki, Barbara Hammer, Eyke Hüllermeier

MLJ 2023 Incremental Permutation Feature Importance (iPFI): Towards Online Explanations on Data Streams Fabian Fumagalli, Maximilian Muschalik, Eyke Hüllermeier, Barbara Hammer

NeurIPS 2023 SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions Fabian Fumagalli, Maximilian Muschalik, Patrick Kolpaczki, Eyke Hüllermeier, Barbara Hammer

ECML-PKDD 2023 iSAGE: An Incremental Version of SAGE for Online Explanation on Data Streams Maximilian Muschalik, Fabian Fumagalli, Barbara Hammer, Eyke Hüllermeier