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29 Publications
2023 | Conference Paper | LibreCat-ID: 51767
Beer, Fabian, and Christian Schulz. “The Return of Black Box Theory in Explainable AI.” 4S Conference (Society for the Social Studies of Science), Honolulu/Hawaii, November 9.
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2023 | Journal Article | LibreCat-ID: 50262
Fumagalli, Fabian, et al. “Incremental Permutation Feature Importance (IPFI): Towards Online Explanations on Data Streams.” Machine Learning, vol. 112, no. 12, Springer Science and Business Media LLC, 2023, pp. 4863–903, doi:10.1007/s10994-023-06385-y.
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2023 | Conference Paper | LibreCat-ID: 48778
Muschalik, Maximilian, et al. “IPDP: On Partial Dependence Plots in Dynamic Modeling Scenarios.” Proceedings of the World Conference on Explainable Artificial Intelligence (XAI), 2023, doi:10.1007/978-3-031-44064-9_11.
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2023 | Book Chapter | LibreCat-ID: 48776
Muschalik, Maximilian, et al. “ISAGE: An Incremental Version of SAGE for Online Explanation on Data Streams.” Machine Learning and Knowledge Discovery in Databases: Research Track - European Conference (ECML PKDD), Springer Nature Switzerland, 2023, doi:10.1007/978-3-031-43418-1_26.
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| DOI
2023 | Conference Paper | LibreCat-ID: 48775
Fumagalli, Fabian, et al. “On Feature Removal for Explainability in Dynamic Environments.” Proceedings of the European Symposium on Artificial Neural Networks (ESANN), 2023, doi:10.14428/ESANN/2023.ES2023-148.
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| DOI
2023 | Conference Paper | LibreCat-ID: 52230
Fumagalli, Fabian, et al. “SHAP-IQ: Unified Approximation of Any-Order Shapley Interactions.” Advances in Neural Information Processing Systems (NeurIPS), vol. 36, 2023, pp. 11515--11551.
LibreCat
2023 | Journal Article | LibreCat-ID: 48603 | 
Reijers, Wessel. “Technology and Civic Virtue.” Philosophy & Technology, vol. 36, no. 4, 71, Springer Science and Business Media LLC, 2023, doi:10.1007/s13347-023-00669-w.
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2022 | Journal Article | LibreCat-ID: 48780
Muschalik, Maximilian, et al. “Agnostic Explanation of Model Change Based on Feature Importance.” KI - Künstliche Intelligenz, vol. 36, no. 3–4, Springer Science and Business Media LLC, 2022, pp. 211–24, doi:10.1007/s13218-022-00766-6.
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2021 | Journal Article | LibreCat-ID: 24456 |
Rohlfing, Katharina J., et al. “Explanation as a Social Practice: Toward a Conceptual Framework for the Social Design of AI Systems.” IEEE Transactions on Cognitive and Developmental Systems, vol. 13, no. 3, 2021, pp. 717–28, doi:10.1109/tcds.2020.3044366.
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