Author Topic: Publication reference for the ML-DFT Density Predictor  (Read 10 times)

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Offline Lim changmin

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Hello,

I am currently using the ML-DFT DensityPredictor introduced in QuantumATK Y-2026.03.

The release notes explain that it uses a graph neural network to predict DFT-quality electron densities and can provide an initial density for SCF calculations. However, I could not find a publication reference describing the underlying methodology.

Is the Density Predictor based on any previously published method or research paper? If so, could you please provide the recommended reference(s)?

I would also like to know what reference would be most appropriate when mentioning the use of the QuantumATK Density Predictor in a research paper.

Thank you.