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Table 2 Ablation study of the extended DeepDFT

From: LAGNet: better electron density prediction for LCAO-based data and drug-like substances

Ablation target

mean

std

min

50%

max

LAGNet (basic)

0.48

0.12

0.32

0.46

2.17

Branch #0 and #1, without #2

0.83

0.14

0.64

0.80

3.22

Softcut is turned on

0.58

0.13

0.39

0.55

2.90

Update-Message like in eqvDeepDFT

0.62

0.13

0.46

0.59

2.39

No messages from atom embedding

0.62

0.15

0.44

0.59

5.25

  1. LAGNet (D=2, F=32) were trained on single conformation per molecule. NMAE(%) was computed on the conformation test split. Any modification reduces model performance