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Regression on Catechol Benchmark Mixed Solvent 1.0

0.0042MSEGNN
0.0001680.0273840.05460.081816Dec 22, 2025

Evaluation results

MethodLinks
GNNEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Architecture=Graph Attention + DRFP2025.120.0042
MLPEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation2025.120.0832
EnsembleEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Fusion Method=Inverse-Variance Weighted2025.120.0845
DeepModelEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Architecture=SwiGLU + Transformer2025.120.092
GBDTEvaluation protocol=Leave-One-Solvent-Out and Leave-One-Ramp-Out Cross-Validation, Descriptor=Multi-Output Descriptor2025.120.105