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Out-of-Distribution Generalization

Benchmarks

Dataset Name	SOTA Method	Metric
Financial domain dataset (test)	ERM	Minimum Accuracy47.6	3	4d ago
Real-world FC Property: MolWt (51to75)	EG-GNN	EGS3.27	2	4d ago
Real-world FC Property: MolWt (0to25)	EG-GNN	EGS49	2	4d ago
Synthetic TRIANGLE Property: NumSubgraph (26to50)	EG-GNN	EGS3.55	2	4d ago
Real-world MUTAG Property: NumRB (76to100)	EG-GNN	EGS0.01	1	4d ago
Real-world MUTAG Property NumRB (51to75)	EG-GNN	EGS3.72	1	4d ago
Real-world MUTAG Property: NumRB (26to50)	EG-GNN	EGS4.62	1	4d ago
Real-world MUTAG Property: NumRB (0to25)	EG-GNN	EGS Score3.97	1	4d ago
Real-world FC Property: NumRB (76to100)	EG-GNN	EGS2.4	1	4d ago
Real-world FC Property: NumRB (51to75)	EG-GNN	EGS1.72	1	4d ago
Real-world FC Property: NumRB (26to50)	EG-GNN	Estimated Generalization Score (EGS)100	1	4d ago
Real-world FC Property: NumRB (0to25)	EG-GNN	EGS0.33	1	4d ago
Real-world MUTAG Property: MolWt (76to100)	EG-GNN	EGS7.22	1	4d ago
Real-world MUTAG Property: MolWt (26to50)	EG-GNN	EGS5.95	1	4d ago
Real-world FC Property: MolWt (76to100)	EG-GNN	EGS5.04	1	4d ago
Real-world FC Property: MolWt (26to50)	EG-GNN	EGS70	1	4d ago
Synthetic PENTAGON Property: SubgraphSize (76to100)	EG-GNN	EGS1.16	1	4d ago
Synthetic PENTAGON Property: SubgraphSize (51to75)	EG-GNN	EGS0.58	1	4d ago
Synthetic PENTAGON Property: SubgraphSize (26to50)	EG-GNN	EGS2.37	1	4d ago
Synthetic PENTAGON Property: SubgraphSize (0to25)	EG-GNN	EGS4.06	1	4d ago
Synthetic TRIANGLE Property: SubgraphSize (76to100)	EG-GNN	EGS6.43	1	4d ago
Synthetic TRIANGLE Property: SubgraphSize (51to75)	EG-GNN	EGS4.47	1	4d ago
Synthetic TRIANGLE Property: SubgraphSize (0to25)	EG-GNN	EGS8.7	1	4d ago
Synthetic PENTAGON Property: NumSubgraph (76to100)	EG-GNN	EGS7.76	1	4d ago
Synthetic PENTAGON Property: NumSubgraph (51to75)	EG-GNN	EGS4.55	1	4d ago

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