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Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, University of Bremen
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FESOM2-JAX achieves unprecedented fidelity in ocean-sea-ice modeling by integrating differentiability into a CMIP-class model, enabling novel gradient-based experiments.
LLMs can effectively port complex scientific models to modern languages without sacrificing accuracy, achieving speedups of up to 3.7 times on GPUs.
A hierarchical multi-agent system can autonomously navigate and analyze vast, underutilized Earth science datasets, outperforming simple LLM wrappers with its robust error handling and coordinated workflows.
