Evaluating uncertainty estimation in machine learning for materials science
Talk · on-site · 28 Aug 202514th Joint European Magnetic Symposia (JEMS), Frankfurt, Germany
Papers, talks, and posters.
A selected record of published work and research presentations.
Papers
Modelling magnetic material properties with uncertainty-aware neural networks
C. Wager, H. Moustafa, A. Kovacs, Q. Ali, H. Oezelt, H. Yamano, M. Yano, N. Sakuma, H. Hosoi, A. Kinoshita, T. Shoji, A. Kato, T. Schrefl.
Computational Materials Science, 115073, 2026. Available online 22 September 2026.
DOI: 10.1016/j.commatsci.2026.115073 ↗Presentations
2 min talk on my work with insights into uncertainty
Talk · on-site · 25 Aug 2025Young Researchers Network Event (YORNE) at JEMS, Frankfurt, Germany
Optimization of a permanent magnet with uncertainty control
Talk · on-site · 31 Jul 202528th International Workshop on Rare Earth and Future Permanent Magnets and Their Applications (REPM), Tsukuba, Japan
Optimization of coercivity and price of a permanent magnet considering the microstructure
Talk · on-site · 15 Jan 202516th Joint MMM-Intermag Conference, New Orleans, United States
Active Learning Scheme vs Conventional Optimization - developing a Python Framework
Poster · on-site · 5 Jun 202313th International Symposium on Hysteresis Modeling and Micromagnetics (HMM), Vienna, Austria · poster presentation
Research
To learn more about my questions, methods, and topics behind these publications visit my research page.