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BibTeX records: Sebastian Bordt
@inproceedings{DBLP:conf/icml/BordtRL25,
author = {Sebastian Bordt and
Eric Raidl and
Ulrike von Luxburg},
title = {Position: Rethinking Explainable Machine Learning as Applied Statistics},
booktitle = {Forty-second International Conference on Machine Learning, {ICML}
2025, Vancouver, BC, Canada, July 13-19, 2025 - Position Paper Track},
publisher = {OpenReview.net},
year = {2025},
url = {https://proceedings.mlr.press/v267/bordt25b.html},
timestamp = {Thu, 05 Feb 2026 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/icml/BordtRL25.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/icml/BordtSBL25,
author = {Sebastian Bordt and
Suraj Srinivas and
Valentyn Boreiko and
Ulrike von Luxburg},
editor = {Aarti Singh and
Maryam Fazel and
Daniel Hsu and
Simon Lacoste{-}Julien and
Felix Berkenkamp and
Tegan Maharaj and
Kiri Wagstaff and
Jerry Zhu},
title = {How Much Can We Forget about Data Contamination?},
booktitle = {Forty-second International Conference on Machine Learning, {ICML}
2025, Vancouver, BC, Canada, July 13-19, 2025},
series = {Proceedings of Machine Learning Research},
volume = {267},
publisher = {{PMLR} / OpenReview.net},
year = {2025},
url = {https://proceedings.mlr.press/v267/bordt25a.html},
timestamp = {Wed, 04 Feb 2026 16:54:16 +0100},
biburl = {https://dblp.org/rec/conf/icml/BordtSBL25.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2505-22491,
author = {Moritz Haas and
Sebastian Bordt and
Ulrike von Luxburg and
Leena Chennuru Vankadara},
title = {On the Surprising Effectiveness of Large Learning Rates under Standard
Width Scaling},
journal = {CoRR},
volume = {abs/2505.22491},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2505.22491},
doi = {10.48550/ARXIV.2505.22491},
eprinttype = {arXiv},
eprint = {2505.22491},
timestamp = {Sun, 29 Jun 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2505-22491.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2508-11441,
author = {Eric G{\"{u}}nther and
Bal{\'{a}}zs Szabados and
Robi Bhattacharjee and
Sebastian Bordt and
Ulrike von Luxburg},
title = {Informative Post-Hoc Explanations Only Exist for Simple Functions},
journal = {CoRR},
volume = {abs/2508.11441},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2508.11441},
doi = {10.48550/ARXIV.2508.11441},
eprinttype = {arXiv},
eprint = {2508.11441},
timestamp = {Mon, 15 Sep 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2508-11441.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2509-23383,
author = {Sebastian Bordt and
Martin Pawelczyk},
title = {Train Once, Answer All: Many Pretraining Experiments for the Cost
of One},
journal = {CoRR},
volume = {abs/2509.23383},
year = {2025},
url = {https://doi.org/10.48550/arXiv.2509.23383},
doi = {10.48550/ARXIV.2509.23383},
eprinttype = {arXiv},
eprint = {2509.23383},
timestamp = {Mon, 20 Oct 2025 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2509-23383.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-02870,
author = {Sebastian Bordt and
Ulrike von Luxburg},
title = {Statistics without Interpretation: {A} Sober Look at Explainable Machine
Learning},
journal = {CoRR},
volume = {abs/2402.02870},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.02870},
doi = {10.48550/ARXIV.2402.02870},
eprinttype = {arXiv},
eprint = {2402.02870},
timestamp = {Mon, 12 Feb 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-02870.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2402-14474,
author = {Sebastian Bordt and
Benjamin J. Lengerich and
Harsha Nori and
Rich Caruana},
title = {Data Science with LLMs and Interpretable Models},
journal = {CoRR},
volume = {abs/2402.14474},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2402.14474},
doi = {10.48550/ARXIV.2402.14474},
eprinttype = {arXiv},
eprint = {2402.14474},
timestamp = {Fri, 22 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2402-14474.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2403-06644,
author = {Sebastian Bordt and
Harsha Nori and
Rich Caruana},
title = {Elephants Never Forget: Testing Language Models for Memorization of
Tabular Data},
journal = {CoRR},
volume = {abs/2403.06644},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2403.06644},
doi = {10.48550/ARXIV.2403.06644},
eprinttype = {arXiv},
eprint = {2403.06644},
timestamp = {Thu, 04 Apr 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2403-06644.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2404-06209,
author = {Sebastian Bordt and
Harsha Nori and
Vanessa Rodrigues and
Besmira Nushi and
Rich Caruana},
title = {Elephants Never Forget: Memorization and Learning of Tabular Data
in Large Language Models},
journal = {CoRR},
volume = {abs/2404.06209},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2404.06209},
doi = {10.48550/ARXIV.2404.06209},
eprinttype = {arXiv},
eprint = {2404.06209},
timestamp = {Wed, 15 May 2024 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2404-06209.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2410-03249,
author = {Sebastian Bordt and
Suraj Srinivas and
Valentyn Boreiko and
Ulrike von Luxburg},
title = {How much can we forget about Data Contamination?},
journal = {CoRR},
volume = {abs/2410.03249},
year = {2024},
url = {https://doi.org/10.48550/arXiv.2410.03249},
doi = {10.48550/ARXIV.2410.03249},
eprinttype = {arXiv},
eprint = {2410.03249},
timestamp = {Mon, 11 Nov 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2410-03249.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@phdthesis{DBLP:phd/dnb/Bordt23,
author = {Sebastian Bordt},
title = {Explainable Machine Learning and its Limitations},
school = {University of T{\"{u}}bingen, Germany},
year = {2023},
url = {https://hdl.handle.net/10900/147741},
doi = {10.15496/PUBLIKATION-89082},
urn = {urn:nbn:de:bsz:21-dspace-1477414},
timestamp = {Mon, 11 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/phd/dnb/Bordt23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/BordtL23,
author = {Sebastian Bordt and
Ulrike von Luxburg},
editor = {Francisco J. R. Ruiz and
Jennifer G. Dy and
Jan{-}Willem van de Meent},
title = {From Shapley Values to Generalized Additive Models and back},
booktitle = {International Conference on Artificial Intelligence and Statistics,
25-27 April 2023, Palau de Congressos, Valencia, Spain},
series = {Proceedings of Machine Learning Research},
volume = {206},
pages = {709--745},
publisher = {{PMLR}},
year = {2023},
url = {https://proceedings.mlr.press/v206/bordt23a.html},
timestamp = {Mon, 19 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/BordtL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/cvpr/BordtUAL23,
author = {Sebastian Bordt and
Uddeshya Upadhyay and
Zeynep Akata and
Ulrike von Luxburg},
title = {The Manifold Hypothesis for Gradient-Based Explanations},
booktitle = {{IEEE/CVF} Conference on Computer Vision and Pattern Recognition,
{CVPR} 2023 - Workshops, Vancouver, BC, Canada, June 17-24, 2023},
pages = {3697--3702},
publisher = {{IEEE}},
year = {2023},
url = {https://doi.org/10.1109/CVPRW59228.2023.00378},
doi = {10.1109/CVPRW59228.2023.00378},
timestamp = {Wed, 23 Aug 2023 16:23:26 +0200},
biburl = {https://dblp.org/rec/conf/cvpr/BordtUAL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/nips/SrinivasBL23,
author = {Suraj Srinivas and
Sebastian Bordt and
Himabindu Lakkaraju},
editor = {Alice Oh and
Tristan Naumann and
Amir Globerson and
Kate Saenko and
Moritz Hardt and
Sergey Levine},
title = {Which Models have Perceptually-Aligned Gradients? An Explanation via
Off-Manifold Robustness},
booktitle = {Advances in Neural Information Processing Systems 36: Annual Conference
on Neural Information Processing Systems 2023, NeurIPS 2023, New Orleans,
LA, USA, December 10 - 16, 2023},
year = {2023},
url = {http://papers.nips.cc/paper\_files/paper/2023/hash/42bbe2bfdbbfcadda643e8f89025716c-Abstract-Conference.html},
timestamp = {Fri, 01 Mar 2024 00:00:00 +0100},
biburl = {https://dblp.org/rec/conf/nips/SrinivasBL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/xai4cv/BordtUAL23,
author = {Sebastian Bordt and
Uddeshya Upadhyay and
Zeynep Akata and
Ulrike von Luxburg},
title = {The Manifold Hypothesis for Gradient-Based Explanations},
booktitle = {The 2nd Explainable {AI} for Computer Vision Workshop, {XAI4CV} 2023,
Workshop at {CVPR} 2023, Vancouver, BC, Canada , June 19, 2023, Proceedings},
pages = {3697--3702},
year = {2023},
url = {https://openaccess.thecvf.com/content/CVPR2023W/XAI4CV/html/Bordt\_The\_Manifold\_Hypothesis\_for\_Gradient-Based\_Explanations\_CVPRW\_2023\_paper.html},
timestamp = {Wed, 12 Mar 2025 17:13:27 +0100},
biburl = {https://dblp.org/rec/conf/xai4cv/BordtUAL23.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2303-09461,
author = {Sebastian Bordt and
Ulrike von Luxburg},
title = {ChatGPT Participates in a Computer Science Exam},
journal = {CoRR},
volume = {abs/2303.09461},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2303.09461},
doi = {10.48550/ARXIV.2303.09461},
eprinttype = {arXiv},
eprint = {2303.09461},
timestamp = {Sat, 21 Oct 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2303-09461.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2305-19101,
author = {Suraj Srinivas and
Sebastian Bordt and
Hima Lakkaraju},
title = {Which Models have Perceptually-Aligned Gradients? An Explanation via
Off-Manifold Robustness},
journal = {CoRR},
volume = {abs/2305.19101},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2305.19101},
doi = {10.48550/ARXIV.2305.19101},
eprinttype = {arXiv},
eprint = {2305.19101},
timestamp = {Wed, 07 Jun 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2305-19101.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2308-01157,
author = {Benjamin J. Lengerich and
Sebastian Bordt and
Harsha Nori and
Mark E. Nunnally and
Yin Aphinyanaphongs and
Manolis Kellis and
Rich Caruana},
title = {LLMs Understand Glass-Box Models, Discover Surprises, and Suggest
Repairs},
journal = {CoRR},
volume = {abs/2308.01157},
year = {2023},
url = {https://doi.org/10.48550/arXiv.2308.01157},
doi = {10.48550/ARXIV.2308.01157},
eprinttype = {arXiv},
eprint = {2308.01157},
timestamp = {Thu, 24 Aug 2023 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2308-01157.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/BordtL22,
author = {Sebastian Bordt and
Ulrike von Luxburg},
editor = {Gustau Camps{-}Valls and
Francisco J. R. Ruiz and
Isabel Valera},
title = {A Bandit Model for Human-Machine Decision Making with Private Information
and Opacity},
booktitle = {International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2022, 28-30 March 2022, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {151},
pages = {7300--7319},
publisher = {{PMLR}},
year = {2022},
url = {https://proceedings.mlr.press/v151/bordt22a.html},
timestamp = {Sat, 30 Sep 2023 09:34:08 +0200},
biburl = {https://dblp.org/rec/conf/aistats/BordtL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/fat/BordtFRL22,
author = {Sebastian Bordt and
Mich{\`{e}}le Finck and
Eric Raidl and
Ulrike von Luxburg},
title = {Post-Hoc Explanations Fail to Achieve their Purpose in Adversarial
Contexts},
booktitle = {FAccT '22: 2022 {ACM} Conference on Fairness, Accountability, and
Transparency, Seoul, Republic of Korea, June 21 - 24, 2022},
pages = {891--905},
publisher = {{ACM}},
year = {2022},
url = {https://doi.org/10.1145/3531146.3533153},
doi = {10.1145/3531146.3533153},
timestamp = {Sun, 02 Nov 2025 21:27:25 +0100},
biburl = {https://dblp.org/rec/conf/fat/BordtFRL22.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2201-10295,
author = {Sebastian Bordt and
Mich{\`{e}}le Finck and
Eric Raidl and
Ulrike von Luxburg},
title = {Post-Hoc Explanations Fail to Achieve their Purpose in Adversarial
Contexts},
journal = {CoRR},
volume = {abs/2201.10295},
year = {2022},
url = {https://arxiv.org/abs/2201.10295},
eprinttype = {arXiv},
eprint = {2201.10295},
timestamp = {Tue, 01 Feb 2022 00:00:00 +0100},
biburl = {https://dblp.org/rec/journals/corr/abs-2201-10295.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2206-07387,
author = {Sebastian Bordt and
Uddeshya Upadhyay and
Zeynep Akata and
Ulrike von Luxburg},
title = {The Manifold Hypothesis for Gradient-Based Explanations},
journal = {CoRR},
volume = {abs/2206.07387},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2206.07387},
doi = {10.48550/ARXIV.2206.07387},
eprinttype = {arXiv},
eprint = {2206.07387},
timestamp = {Tue, 21 Jun 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2206-07387.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2209-04012,
author = {Sebastian Bordt and
Ulrike von Luxburg},
title = {From Shapley Values to Generalized Additive Models and back},
journal = {CoRR},
volume = {abs/2209.04012},
year = {2022},
url = {https://doi.org/10.48550/arXiv.2209.04012},
doi = {10.48550/ARXIV.2209.04012},
eprinttype = {arXiv},
eprint = {2209.04012},
timestamp = {Tue, 27 Sep 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2209-04012.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@inproceedings{DBLP:conf/aistats/VankadaraBLG21,
author = {Leena C. Vankadara and
Sebastian Bordt and
Ulrike von Luxburg and
Debarghya Ghoshdastidar},
editor = {Arindam Banerjee and
Kenji Fukumizu},
title = {Recovery Guarantees for Kernel-based Clustering under Non-parametric
Mixture Models},
booktitle = {The 24th International Conference on Artificial Intelligence and Statistics,
{AISTATS} 2021, April 13-15, 2021, Virtual Event},
series = {Proceedings of Machine Learning Research},
volume = {130},
pages = {3817--3825},
publisher = {{PMLR}},
year = {2021},
url = {http://proceedings.mlr.press/v130/vankadara21a.html},
timestamp = {Sat, 30 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/conf/aistats/VankadaraBLG21.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2110-09476,
author = {Leena C. Vankadara and
Sebastian Bordt and
Ulrike von Luxburg and
Debarghya Ghoshdastidar},
title = {Recovery Guarantees for Kernel-based Clustering under Non-parametric
Mixture Models},
journal = {CoRR},
volume = {abs/2110.09476},
year = {2021},
url = {https://arxiv.org/abs/2110.09476},
eprinttype = {arXiv},
eprint = {2110.09476},
timestamp = {Sat, 30 Apr 2022 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2110-09476.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}
@article{DBLP:journals/corr/abs-2007-04800,
author = {Sebastian Bordt and
Ulrike von Luxburg},
title = {When Humans and Machines Make Joint Decisions: {A} Non-Symmetric Bandit
Model},
journal = {CoRR},
volume = {abs/2007.04800},
year = {2020},
url = {https://arxiv.org/abs/2007.04800},
eprinttype = {arXiv},
eprint = {2007.04800},
timestamp = {Mon, 20 Jul 2020 01:00:00 +0200},
biburl = {https://dblp.org/rec/journals/corr/abs-2007-04800.bib},
bibsource = {dblp computer science bibliography, https://dblp.org}
}

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