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Georg Maierhofer

3 accepted papers

2026

The Seismic Wavefield Common Task Framework

ICLR 2026poster

Seismology faces fundamental challenges in state forecasting and reconstruction (e.g., earthquake early warning and ground motion prediction) and managing the parametric variability of source locations, mechanisms, and Earth models (e.g., subsurface structure and topography effects). Addressing thes…

Cited by 0SourceScholar
2025

Common Task Framework For a Critical Evaluation of Scientific Machine Learning Algorithms

NeurIPS 2025poster

Machine learning (ML) is transforming modeling and control in the physical, engineering, and biological sciences. However, rapid development has outpaced the creation of standardized, objective benchmarks—leading to weak baselines, reporting bias, and inconsistent evaluations across methods. This un…

Cited by 0SourceScholar
2025

G-Adaptivity: optimised graph-based mesh relocation for finite element methods

ICML 2025spotlight

We present a novel, and effective, approach to achieve optimal mesh relocation in finite element methods (FEMs). The cost and accuracy of FEMs is critically dependent on the choice of mesh points. Mesh relocation (r-adaptivity) seeks to optimise the mesh geometry to obtain the best solution accuracy…