In a typical NN training, RMSE(E) is of the order of 1-2 meV per atom and RMSE(F) of the order of about 0.1 eV/Å. [2020 - Machine Learning Meets Quantum Physics pp 253-275, High-Dimensional Neural Network Potentials for Atomistic Simulations]
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