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Author

Bo-Wen Deng

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Preprint Aug 2026

Universal Thermodynamic Interatomic Potentials for Crystalline Materials

Free energies govern solid-state phase stability, yet computational materials discovery still relies largely on ground-state energies because free energy calculations require ensemble averages. We introduce the thermodynamic interatomic potential (TIP), which extends an interatomic potential from its static energy to a...

Juno Nam, Bo-Wen Deng, Xiaochen Du et al. · 0 citations
Aug 2026

MLIP-Enhanced Thermochemistry Predictions across Organic Chemical Space

This work presents thermoMLIP, a machine-learning-interatomic-potential-based workflow for efficient conformer optimization and thermochemistry prediction across the organic chemical space. By combining MLIP-driven geometry optimization with robust thermochemical corrections, thermoMLIP achieves near-DFT accuracy at...

Bo-Wen Deng, T. Stuyver · 0 citations

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