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Sebastian Gruber

Affiliations:
  • German Cancer Research Center (DKFZ), Germany German Cancer Consortium (DKTK), Frankfurt, Germany
  • Goethe University Frankfurt, Germany


According to our database1, Sebastian Gruber authored at least 9 papers between 2021 and 2024.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Links

On csauthors.net:

Bibliography

2024
Optimizing Estimators of Squared Calibration Errors in Classification.
[BibTeX]
[DOI]
Sebastian G. Gruber
,
Francis Bach
CoRR, 2024

Disentangling Mean Embeddings for Better Diagnostics of Image Generators.
[BibTeX]
[DOI]
Sebastian G. Gruber
,
Pascal Tobias Ziegler
,
Florian Buettner
CoRR, 2024

A Bias-Variance-Covariance Decomposition of Kernel Scores for Generative Models.
[BibTeX]
[DOI]
Sebastian Gregor Gruber
,
Florian Buettner
Proceedings of the Forty-first International Conference on Machine Learning, 2024

Consistent and Asymptotically Unbiased Estimation of Proper Calibration Errors.
[BibTeX]
[DOI]
Teodora Popordanoska
,
Sebastian Gregor Gruber
,
Aleksei Tiulpin
,
Florian Büttner
,
Matthew B. Blaschko
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2024

2023
Application-driven Validation of Posteriors in Inverse Problems.
[BibTeX]
[DOI]
Tim J. Adler
,
Jan-Hinrich Nölke
,
Annika Reinke
,
Minu Dietlinde Tizabi
,
Sebastian Gruber
,
Dasha Trofimova
,
Lynton Ardizzone
,
Paul F. Jaeger
,
Florian Büttner
,
Ullrich Köthe
,
Lena Maier-Hein
CoRR, 2023

Uncertainty Estimates of Predictions via a General Bias-Variance Decomposition.
[BibTeX]
[DOI]
Sebastian Gruber
,
Florian Buettner
Proceedings of the International Conference on Artificial Intelligence and Statistics, 2023

2022
Trustworthy Deep Learning via Proper Calibration Errors: A Unifying Approach for Quantifying the Reliability of Predictive Uncertainty.
[BibTeX]
[DOI]
Sebastian G. Gruber
,
Florian Buettner
CoRR, 2022

Better Uncertainty Calibration via Proper Scores for Classification and Beyond.
[BibTeX]
[DOI]
Sebastian G. Gruber
,
Florian Buettner
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022

2021
Post-Hoc Uncertainty Calibration for Domain Drift Scenarios.
[BibTeX]
[DOI]
Christian Tomani
,
Sebastian Gruber
,
Muhammed Ebrar Erdem
,
Daniel Cremers
,
Florian Buettner
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2021


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