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SOTA Molecular property prediction benchmarks and papers with code | Wizwand
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Molecular property prediction
Benchmarks
Dataset Name
SOTA Method
Dataset Name
SOTA Method
Metric
Trend
Results
Last Updated
QM9 (test)
MGCN
mu
56
263
1mo ago
MoleculeNet BBBP (scaffold)
DumplingGNN
ROC AUC
96.4
158
1mo ago
MoleculeNet SIDER (scaffold)
MPTr+CIPE
ROC-AUC
0.849
136
1mo ago
MoleculeNet BACE (scaffold)
MolCLR
ROC-AUC
89
126
1mo ago
BACE
DMMRL
ROC-AUC
92.5
107
18d ago
MoleculeNet MUV (scaffold)
SYN-FUSION
ROC-AUC
0.903
107
1mo ago
BBBP (test)
ProtoW-L2
ROC-AUC
0.92
94
2mo ago
BBBP
DMMRL
ROC AUC
0.968
93
18d ago
BACE (test)
BioT5
ROC-AUC
89.4
93
2mo ago
MUV (test)
SUPTsoft
ROC-AUC
84.67
93
2mo ago
QM9
QM9*
Cv
0
85
2mo ago
Tox21
MolSight
ROC AUC
90.7
81
18d ago
Tox21 (test)
SUPTsoft
ROC-AUC
0.809
81
2mo ago
SIDER (test)
MGSSL (BFS)
ROC-AUC
0.807
81
2mo ago
ClinTox
MvMRL
ROC AUC
97.5
76
1mo ago
ToxCast (scaffold)
GIN
ROC-AUC
66.5
75
4mo ago
MoleculeNet HIV (scaffold)
GraphConv + dummy super node
ROC AUC
85.1
66
4mo ago
ToxCast (test)
SUPTsoft
ROC-AUC
68.5
62
2mo ago
ClinTox (test)
GIT-Mol
ROC-AUC
88.3
61
2mo ago
HIV (scaffold split)
MPTr+CIPE
ROC-AUC
79.9
56
1mo ago
Tox21 scaffold split
MPTr+CIPE
ROC-AUC
79.5
56
1mo ago
Polaris & MoleculeACE Aggregate (58 tasks)
TabPFN-CheMeleonFP
Win Count
50
52
3mo ago
HIV
GMCL
ROC AUC
79.88
51
18d ago
SIDER
ChemATP
ROC AUC
0.7179
50
1mo ago
MoleculeNet Tox21 (scaffold)
GraphConv + dummy super node
ROC-AUC
85.4
48
4mo ago
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