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Benchmarks
3D Molecular Generation on QM9 (Atom Stability, Molecule Stability, Validity, and V*U)
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99
Atom Stability
UniGEM
84.44
88.22
92
95.78
Mar 10, 2026
Atom Stability
Molecule Stability
Validity
Validity * Uniqueness
Updated 2mo ago
Evaluation Results
Method
Method
Links
Atom Stability
Molecule Stability
Validity
Validity * Uniqueness
UniGEM
2026.03
99
89.8
95
93.2
EAD
Seconds per sample=0.21
2026.03
99
90.3
95.1
93.2
GeoLDM
2026.03
98.9
89.4
93.8
92.7
EDM-Bridge
2026.03
98.8
84.6
92
90.7
EDM
Seconds per sample=0.20
2026.03
98.7
82
91.9
90.7
GDM
2026.03
97.6
71.6
90.4
89.5
G-Schnet
2026.03
95.7
68.1
85.5
80.3
E-NF
2026.03
85
4.9
40.2
39.4
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