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Birgit Hillebrecht

Orcid: 0000-0001-5361-0505

According to our database1, Birgit Hillebrecht authored at least 5 papers between 2022 and 2026.

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

Timeline

Legend:

Book  In proceedings  Article  PhD thesis  Dataset  Other 

Links

On csauthors.net:

Bibliography

2026
Estimation of the input-to-state stability gain functions from finite-dimensional approximations.
[BibTeX]
[DOI]
Birgit Hillebrecht
,
Benjamin Unger
CoRR, March, 2026

2025
Prediction error certification for PINNs: Theory, computation, and application to Stokes flow.
[BibTeX]
[DOI]
Birgit Hillebrecht
,
Benjamin Unger
CoRR, August, 2025

Rigorous a Posteriori Error Bounds for PDE-Defined PINNs.
[BibTeX]
[DOI]
Birgit Hillebrecht
,
Benjamin Unger
IEEE Trans. Neural Networks Learn. Syst., January, 2025

2022
Certified machine learning: Rigorous a posteriori error bounds for PDE defined PINNs.
[BibTeX]
[DOI]
Birgit Hillebrecht
,
Benjamin Unger
CoRR, 2022

Certified machine learning: A posteriori error estimation for physics-informed neural networks.
[BibTeX]
[DOI]
Birgit Hillebrecht
,
Benjamin Unger
Proceedings of the International Joint Conference on Neural Networks, 2022


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