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. 2018 Nov 2;4(11):1520–1530. doi: 10.1021/acscentsci.8b00507

Table 4. Quantum Property Prediction with QM8 Data Seta.

network Valid MAE Test MAE
spatial PotentialNet, staged 0.0120 0.0118 (0.0003)
spatial PotentialNet, SingleUpdate 0.0133 0.0131 (0.0001)
MPNN 0.0142 0.0139 (0.0007)
DTNN 0.0168 0.0163 (0.0010)
a

Error bars are recorded as standard deviation of the test metric over three random initializations of the best model as determined by average validation set score.