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Overfitting by design: neural network density functionals for water

physics.chem-ph · 2026-05-11 · unverdicted · novelty 6.0

A neural network LDA functional overfit to water data achieves 1 kcal/mol errors on ionization and atomization energies and matches PBE/B3LYP on WATER27 binding energies after transfer learning from one datum.

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  • Overfitting by design: neural network density functionals for water physics.chem-ph · 2026-05-11 · unverdicted · none · ref 25

    A neural network LDA functional overfit to water data achieves 1 kcal/mol errors on ionization and atomization energies and matches PBE/B3LYP on WATER27 binding energies after transfer learning from one datum.