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Regression on Catechol Benchmark Single Solvent 1.0

0.0038MSEGNN
-0.0000080.0256960.05140.077104Dec 22, 2025

Evaluation results

MethodLinks
GNNEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Architecture=Graph Attention + DRFP2025.120.0038
EnsembleEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Fusion Method=Inverse-Variance Weighted2025.120.0812
MLPEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation2025.120.0854
DeepModelEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Architecture=SwiGLU + Transformer2025.120.0875
GBDTEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Descriptor=Multi-Output Descriptor2025.120.099