Table 2 Results on the materials generation task

From: Massive discovery of crystal structures across dimensionalities by leveraging vector quantization

Data

Method

Validity (%)

Diversity

  

Struc.↑

Comp. ↑

Force ↑

AMD↑

FD↑

MP-20

FTCP39

1.55

48.37

-

-

-

 

P-G-SchNet39

77.51

76.40

-

-

-

 

CDVAE

99.98

52.39

0.95

0.165

0.132

 

DiffCSP36

99.94

83.22

16.11

0.099

0.025

 

VQCrystal

100.0

84.58

91.93

0.160

0.152

Perov-5

FTCP39

0.24

54.24

-

-

-

 

Cond-DFC-VAE38

73.60

82.95

-

-

-

 

P-G-SchNet39

79.63

99.13

-

-

-

 

CDVAE

100.0

69.79

0.02

0.038

0.025

 

DiffCSP36

100.0

98.69

12.26

0.051

0.002

 

VQCrystal

100.0

97.48

99.17

0.247

0.312

Carbon-24

FTCP39

0.08

-

-

-

-

 

P-G-SchNet39

48.39

-

-

-

-

 

CDVAE

100.0

-

0.00

0.125

0.103

 

DiffCSP36

100.0

-

0.01

0.0187

0.033

 

VQCrystal

99.97

-

74.22

0.248

0.515