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Universal Machine Learning Potentials under Pressure

cond-mat.mtrl-sci · 2025-08-25 · conditional · novelty 6.0

Universal machine learning interatomic potentials systematically lose accuracy under pressure up to 150 GPa, and fine-tuning on high-pressure DFT data recovers most of the lost performance.

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  • Universal Machine Learning Potentials under Pressure cond-mat.mtrl-sci · 2025-08-25 · conditional · none · ref 4

    Universal machine learning interatomic potentials systematically lose accuracy under pressure up to 150 GPa, and fine-tuning on high-pressure DFT data recovers most of the lost performance.