EXP

Benchmarks

Task Name	Dataset Name	SOTA Result
Graph Classification	EXP (test)	Accuracy100	33
Harmful-product promotion	Exp 3b	Harmful Rate100	14
Extraneous sponsored-product promotion	Exp 3a	Extraneous Rate1	14
Sponsored product promotion under preference conflict	Exp 2	Surfacing Rate95	14
Sponsored product promotion	Exp 1	Sponsored Rate81	14
Graph Separation	EXP random initialization	Non-separated Graph Pairs0	11
Binary Graph Classification	EXP (10-fold cross val)	Accuracy100	8
Numeric Planning	Exp S	Solved Count6	7
Watermark Evasion	EXP	Attack Success Rate99.8	6
Complementary Item Retrieval	ExpReduced	AUC72.95	6
Clothing Compatibility Ranking	ExpReduced	AUC0.6817	6
Binary Classification	EXP	Accuracy (EXP)100	6
Graph Separation	EXP	Number of Unseparated Pairs0	6
Graph Classification	EXP	Accuracy100	6
Graph Classification	EXP synthetic (test)	Accuracy100	6
Parameter Extrapolation	Exp F2	MSE0.8	4
Multivariate Regression	Exp. Fixed synthetic (test)	Coverage98.9	4
Multivariate Regression	Exp. Transformed	Normalized Volume18.52	4
Multivariate Regression	Exp. Fixed	Normalized Volume11.98	4
Posterior Distribution Estimation	Exp. Utility-based 2	KL Divergence (μ)0.6992	3
Posterior Distribution Estimation	Exp. 1 Observation-based	KL Divergence (μ)0.0085	3
Particle Velocity Prediction	Exp.α (test)	Velocity MAE (µm/s)0.738	2
Fluid Topology Prediction	Exp.α (test)	Volume Error (%)18.7	2
Particle Velocity Prediction	Exp.α (train)	Velocity MAE (µm/s)0.707	2
Fluid Topology Prediction	Exp.α (train)	Volume Error (%)17.4	2

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