Muschalik, Maximilian

1. SHAP-IQ: Unified Approximation of any-order Shapley Interactions
   2023/03/02 by Fabian Fumagalli, Fumagalli, Fabian, Maximilian Muschalik +7 · 9 citations
   Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Rough Sets and Fuzzy Logic
2. shapiq: Shapley Interactions for Machine Learning
   2024/10/02 by Maximilian Muschalik, Muschalik, Maximilian, Hubert Baniecki +9 · 11 citations
   Computer Science · #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering Research
3. Approximating the Shapley Value without Marginal Contributions
   2023/02/01 by Patrick Kolpaczki, Kolpaczki, Patrick, Viktor Bengs +3 · 2 citations
   Computer Science · Decision Sciences · Economics, Econometrics and Finance · #Auction Theory and Applications #Computer Science and Game Theory (cs.GT) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Game Theory and Voting Systems #Machine Learning (cs.LG)
4. SVARM-IQ: Efficient Approximation of Any-order Shapley Interactions through Stratification
   2024/01/24 by Kolpaczki, Patrick, Muschalik, Maximilian, Fumagalli, Fabian +2 · 2 citations
   #Computer Science and Game Theory (cs.GT) #FOS: Computer and information sciences
5. Exact Computation of Any-Order Shapley Interactions for Graph Neural Networks
   2025/01/28 by Maximilian Muschalik, Fabian Fumagalli, Muschalik, Maximilian +13 · 4 citations
   Computer Science · #Neural Networks and Applications #Advanced Graph Neural Networks
6. HyperSHAP: Shapley Values and Interactions for Explaining Hyperparameter Optimization
   2025/02/03 by Wever, Marcel, Muschalik, Maximilian, Fumagalli, Fabian +1 · 2 citations
   #Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
7. Explaining Similarity in Vision-Language Encoders with Weighted Banzhaf Interactions
   2025/08/07 by Baniecki, Hubert, Muschalik, Maximilian, Fumagalli, Fabian +3 · 2 citations
   #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
8. Unifying Feature-Based Explanations with Functional ANOVA and Cooperative Game Theory
   2024/12/22 by Fabian Fumagalli, Fumagalli, Fabian, Maximilian Muschalik +7 · 1 citation
   Computer Science · Decision Sciences · #Bayesian Modeling and Causal Inference #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Scientific Computing and Data Management #Semantic Web and Ontologies