Semler, Phillip

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Projects

Projects as Member

ML for nanostructures (siMLopt)

This project is collaborative project together with Fraunhofer Institut für Integrierte Systeme und Bauelementetechnologie (IISB),Friedrich-Alexander Universität Erlangen... ML for nanostructures (siMLopt)

Publications

2025

Adaptive Gradient Enhanced Gaussian Process Surrogates for Inverse Problems Mathematical Optimization for Machine Learning, Konstantin Fackeldey, Aswin Kannan, Sebastian Pokutta, Kartikey Sharma, Daniel Walter, Andrea Walther, Martin Weiser (Eds.), De Gruyter Proceedings in Mathematics, 2025 (accepted for publication) Phillip Semler, Martin Weiser BibTeX
arXiv

2023

Adaptive Gaussian Process Regression for Efficient Building of Surrogate Models in Inverse Problems Inverse Problems, 39(12), p. 125003, 2023 Phillip Semler, Martin Weiser BibTeX
arXiv
DOI