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Timo Freiesleben
Timo Freiesleben
Postdoc, University of Tübingen, Cluster "Machine Learning for Science"
Verified email at uni-tuebingen.de - Homepage
Title
Cited by
Cited by
Year
General pitfalls of model-agnostic interpretation methods for machine learning models
C Molnar, G König, J Herbinger, T Freiesleben, S Dandl, CA Scholbeck, ...
Lecture Notes in Computer Science, 2022
197*2022
The Intriguing Relation Between Counterfactual Explanations and Adversarial Examples
T Freiesleben
Minds and Machines, 2021
69*2021
Relating the partial dependence plot and permutation feature importance to the data generating process
T Freiesleben*, C Molnar*, G König*, J Herbinger, T Reisinger, ...
World XAI Conference, 2023
51*2023
A Causal Perspective on Meaningful and Robust Algorithmic Recourse
G König, T Freiesleben, M Grosse-Wentrup
ICML Workshop on Algorithmic Recourse, 2021
192021
Scientific Inference With Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena
T Freiesleben, G König, C Molnar, A Tejero-Cantero
arXiv preprint arXiv:2206.05487, 2022
162022
Improvement-Focused Causal Recourse (ICR)
G König, T Freiesleben, M Grosse-Wentrup
AAAI Conference on Artificial Intelligence, 2023
132023
Beyond generalization: a theory of robustness in machine learning
T Freiesleben, T Grote
Synthese, 2023
102023
Dear XAI Community, We Need to Talk! Fundamental Misconceptions in Current XAI Research
T Freiesleben, G König
World XAI Conference, 2023
82023
CountARFactuals--Generating plausible model-agnostic counterfactual explanations with adversarial random forests
T Freiesleben*, S Dandl*, K Blesch*, G König*, J Kapar, B Bischl, ...
World XAI Conference, 2024
2024
Supervised Machine Learning for Science: How to stop worrying and love your black box
T Freiesleben*, C Molnar*
https://ml-science-book.com/, 2024
2024
Artificial Neural Nets and the Representation of Human Concepts
T Freiesleben
arXiv preprint arXiv:2312.05337, 2023
2023
What Does Explainable AI Explain?
T Freiesleben
Disertation LMU Munich, 2023
2023
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Articles 1–12