Timo Freiesleben

Beyond generalization: a theory of robustness in machine learning

Timo Freiesleben, Thomas Grote · Synthese · 2023 · 90 citations · Full text

Computing, Computer Science, Algorithms +8

The Intriguing Relation Between Counterfactual Explanations and Adversarial Examples

Timo Freiesleben · arXiv (Cornell University) · 2020 · 48 citations · Full text

Computing, Computer Science, Algorithms +8

Pitfalls to Avoid when Interpreting Machine Learning Models

Christoph Molnar, Gunnar König, Julia Herbinger et al. · arXiv (Cornell University) · 2020 · 34 citations · Full text

Computing, Computer Science, Causal Inference +13

Relating the Partial Dependence Plot and Permutation Feature Importance to the Data Generating Process

Christoph Molnar, Timo Freiesleben, Gunnar König et al. · arXiv (Cornell University) · 2021 · 27 citations · Full text

Computing, Computer Science, Feature Engineering +13

Scientific Inference with Interpretable Machine Learning: Analyzing Models to Learn About Real-World Phenomena

Timo Freiesleben, Gunnar König, Christoph Molnar et al. · Minds and Machines · 2024 · 16 citations · Full text

Computing, Computer Science, Machine Learning +14