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20222026
most citedScientific Inference With Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena

28 citations · 42 across the 6 of their papers we have counts for

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cs.AI2023★ 3 cited

Dear XAI Community, We Need to Talk! Fundamental Misconceptions in Current XAI Research

Timo Freiesleben, Gunnar König

Despite progress in the field, significant parts of current XAI research are still not on solid conceptual, ethical, or methodological grounds. Unfortunately, these unfounded parts…

stat.ML2023

Efficient SAGE Estimation via Causal Structure Learning

Christoph Luther, Gunnar König, Moritz Grosse-Wentrup

The Shapley Additive Global Importance (SAGE) value is a theoretically appealing interpretability method that fairly attributes global importance to a model's features. However, it…