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General Questions and Answers / Re: Publication reference for the ML-DFT Density Predictor
« on: Yesterday at 17:19 »
There doesn’t appear to be a published paper specifically describing the QuantumATK Y-2026.03 DensityPredictor yet.
For now, in a paper, the safest approach is to:
Cite the standard QuantumATK software/reference paper.
Cite the Y-2026.03 DensityPredictor documentation.
State that you used the pretrained ML DensityPredictor to generate the initial electron density.
Don’t cite a generic GNN/ML-density paper as the methodology reference unless QuantumATK explicitly identifies it as the basis of their implementation.
For now, in a paper, the safest approach is to:
Cite the standard QuantumATK software/reference paper.
Cite the Y-2026.03 DensityPredictor documentation.
State that you used the pretrained ML DensityPredictor to generate the initial electron density.
Don’t cite a generic GNN/ML-density paper as the methodology reference unless QuantumATK explicitly identifies it as the basis of their implementation.
