Table 6. Prediction Performance Comparison with Baselines.

algorithm	R2	MAE	RMSE
SVR with Magpie	0.560 ± 0.013	1.063 ± 0.021	1.969 ± 0.063
DNN with Magpie	0.691 ± 0.022	0.825 ± 0.030	1.678 ± 0.053
RF with Magpie	0.732 ± 0.017	0.802 ± 0.021	1.559 ± 0.055
SVR with enhanced Magpie	0.602 ± 0.016	1.023 ± 0.022	1.886 ± 0.065
DNN with enhanced Magpie	0.706 ± 0.015	0.739 ± 0.033	1.625 ± 0.047
RF with enhanced Magpie	0.830 ± 0.025	0.512 ± 0.029	1.227 ± 0.114
SVR with element_atom_no_stat + enhanced Magpie	0.951 ± 0.009	0.316 ± 0.005	0.656 ± 0.063
DNN with element_atom_no_stat + enhanced Magpie	0.960 ± 0.015	0.246 ± 0.029	0.592 ± 0.124
RF with element_atom_no_stat + enhanced Magpie	0.973 ± 0.007	0.144 ± 0.005	0.484 ± 0.076