Graph Out-of-Distribution Detection

Benchmarks

Dataset Name	SOTA Method	Metric
BZR (ID) COX2 (OOD)	DGP	AUC0.9912	49	18d ago
AIDS DHFR ID OOD	SEGO	AUC99.48	33	18d ago
ClinTox ID LIPO OOD	PGOS	AUC0.752	29	1mo ago
FreeSolv ID ToxCast OOD		AUC0.754	29	1mo ago
Tox21 SIDER ID OOD	PGOS	AUC (%)74.2	29	1mo ago
ENZYMES ID PROTEIN OOD	PGOS	AUC (%)68.9	29	1mo ago
Esol MUV ID OOD (test)	DGP	AUC95.13	20	18d ago
ClinTox ID LIPO OOD (test)	DGP	AUC0.8058	20	18d ago
BBBP BACE ID OOD (test)	SEGO	AUC87.55	20	18d ago
FreeSolv ID ToxCast OOD (test)	DGP	AUC91.72	20	18d ago
Tox21 ID SIDER OOD (test)	DGP	AUC86.04	20	18d ago
ENZYMES ID PROTEIN OOD (test)	DGP	AUC75.22	20	18d ago
PTC_MR (ID) MUTAG (OOD) (test)	DGP	AUC88.24	20	18d ago
TUDataset Graph OOD Suite (BZR, PTC_MR, AIDS, ENZYMES, IMDB-M, Tox21, FreeSolv, BBBP, ClinTox, Esol) (test)	DGP-GCL	FPR95% (BZR/COX2)10	20	18d ago
ClinTox ID LIPO OOD	SEGO	AUPR76.29	20	18d ago
BBBP ID BACE OOD	DGP-GCL	AUPR90.57	20	18d ago
Tox21 ID SIDER OOD	DGP-GCL	AUPR82.97	20	18d ago
ENZYMES PROTEIN ID OOD	DGP-GCL	AUPR78.77	20	18d ago
AIDS (ID) DHFR (OOD)	DGP-Sim	AUPR98.49	20	18d ago
PTC_MR ID MUTAG OOD	DGP-GCL	AUPR81.63	20	18d ago
BZR ID COX2 OOD	DGP-Sim	AUPR99.26	20	18d ago
Esol MUV ID OOD	DGP-Sim	AUPR92.88	20	18d ago

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