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Relative Feature Importance., , , and . ICPR, page 9318-9325. IEEE, (2020)Dear XAI Community, We Need to Talk! - Fundamental Misconceptions in Current XAI Research., and . xAI (1), volume 1901 of Communications in Computer and Information Science, page 48-65. Springer, (2023)Improvement-Focused Causal Recourse (ICR)., , and . AAAI, page 11847-11855. AAAI Press, (2023)Decomposition of Global Feature Importance into Direct and Associative Components (DEDACT)., , , , and . CoRR, (2021)A Guide to Feature Importance Methods for Scientific Inference., , , , , and . CoRR, (2024)Scientific Inference with Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena., , , and . Minds Mach., 34 (3): 32 (September 2024)If interpretability is the answer, what is the question?: a causal perspective.. Ludwig Maximilian University of Munich, Germany, (2023)General Pitfalls of Model-Agnostic Interpretation Methods for Machine Learning Models., , , , , , , , and . xxAI@ICML, volume 13200 of Lecture Notes in Computer Science, page 39-68. Springer, (2020)Efficient SAGE Estimation via Causal Structure Learning., , and . AISTATS, volume 206 of Proceedings of Machine Learning Research, page 11650-11670. PMLR, (2023)Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process., , , , , and . CoRR, (2021)