Scientific Inference with Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena von Freiesleben, Timo, König, Gunnar, Molnar, Christoph, Tejero-Cantero, Álvaro

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Model-agnostic feature importance and effects with dependent features: a conditional subgroup approach von Molnar, Christoph, König, Gunnar, Bischl, Bernd, Casalicchio, Giuseppe

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If interpretability is the answer, what is the question? von König, Gunnar

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A Guide to Feature Importance Methods for Scientific Inference von Ewald, Fiona Katharina, Bothmann, Ludwig, Wright, Marvin N., Bischl, Bernd, Casalicchio, Giuseppe, König, Gunnar

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Dear XAI Community, We Need to Talk! Fundamental Misconceptions in Current XAI Research von Freiesleben, Timo, König, Gunnar

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CountARFactuals – Generating Plausible Model-Agnostic Counterfactual Explanations with Adversarial Random Forests von Dandl, Susanne, Blesch, Kristin, Freiesleben, Timo, König, Gunnar, Kapar, Jan, Bischl, Bernd, Wright, Marvin N.

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Disentangling Interactions and Dependencies in Feature Attribution von König, Gunnar, Günther, Eric, von Luxburg, Ulrike

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Efficient SAGE Estimation via Causal Structure Learning von Luther, Christoph, König, Gunnar, Grosse-Wentrup, Moritz

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Scientific Inference With Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena von Freiesleben, Timo, König, Gunnar, Molnar, Christoph, Tejero-Cantero, Alvaro

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Improvement-Focused Causal Recourse (ICR) von König, Gunnar, Freiesleben, Timo, Grosse-Wentrup, Moritz

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Dear XAI Community, We Need to Talk! Fundamental Misconceptions in Current XAI Research von Freiesleben, Timo, König, Gunnar

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A Causal Perspective on Meaningful and Robust Algorithmic Recourse von König, Gunnar, Freiesleben, Timo, Grosse-Wentrup, Moritz

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A Guide to Feature Importance Methods for Scientific Inference von Ewald, Fiona Katharina, Ludwig Bothmann, Wright, Marvin N, Bischl, Bernd, Casalicchio, Giuseppe, König, Gunnar

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CountARFactuals -- Generating plausible model-agnostic counterfactual explanations with adversarial random forests von Dandl, Susanne, Blesch, Kristin, Freiesleben, Timo, König, Gunnar, Kapar, Jan, Bischl, Bernd, Wright, Marvin

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Disentangling Interactions and Dependencies in Feature Attribution von König, Gunnar, Günther, Eric, Ulrike von Luxburg

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REFRIGERATOR AND/OR FREEZER von KÖNIG, Gunnar

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Model-agnostic Feature Importance and Effects with Dependent Features -- A Conditional Subgroup Approach von Molnar, Christoph, König, Gunnar, Bischl, Bernd, Casalicchio, Giuseppe

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Efficient SAGE Estimation via Causal Structure Learning von Luther, Christoph, König, Gunnar, Grosse-Wentrup, Moritz

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Relative Feature Importance von König, Gunnar, Molnar, Christoph, Bischl, Bernd, Grosse-Wentrup, Moritz

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Improvement-Focused Causal Recourse (ICR) von König, Gunnar, Freiesleben, Timo, Grosse-Wentrup, Moritz

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