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Table 2 Comparisons of performance for the activation functions Beaf, ELU, and GeLU on PCBA, BACE,Tox21 and SIDER datasets (higher values are better)

From: Double-head transformer neural network for molecular property prediction

 

GeLU

ELU

Beaf

PCBA

\(0.806\pm 0.002\)

\(0.663\pm 0.006\)

\(0.821\pm 0.005\)

BACE

\(0.928\pm 0.019\)

\(0.909\pm 0.022\)

\(0.923\pm 0.035\)

Tox21

\(0.843\pm 0.025\)

\(0.840\pm 0.049\)

\(0.847\pm 0.015\)

SIDER

\(0.652\pm 0.027\)

\(0.628\pm 0.012\)

\(0.679\pm 0.015\)