Maximilian Muschalik

1. SHAP-IQ: Unified Approximation of any-order Shapley Interactions
   2023/03/02 by Fabian Fumagalli, Maximilian Muschalik, Fumagalli, Fabian +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. 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
4. 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