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ResearchFormerly WizWand

Property Prediction on Nanofiber

1.702RMSE (Fractional)ORDER-alpha
1.644722.031362.4182.80464Jan 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
ORDER-alphaFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.011.70211.9920.0610.0721.785
ORDER-alphaFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.011.79511.4370.0650.0631.731
ORDER-dynFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.011.97714.60.070.0681.513
ORDER-dynFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.011.99214.8140.0610.0691.542
ORDER-alphaFeature Modality=Image, Backbone=ViT-B/162026.012.15522.1180.0860.0761.962
ORDER-alphaFeature Modality=Image, Backbone=ViT-B/322026.012.17722.8110.0840.0791.923
ORDER-dynFeature Modality=Image, Backbone=ViT-B/162026.012.2123.3480.0820.081.888
ORDER-dynFeature Modality=Image, Backbone=ViT-B/322026.012.30923.2760.0890.0871.977
CMCLFeature Modality=Image, Backbone=ViT-B/162026.012.5624.9820.0940.0952.267
MatMCLFeature Modality=Image, Backbone=ViT-B/162026.012.62524.0960.0960.0952.24
CMCLFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.012.63220.3760.0860.0972.24
ViT-B/16Feature Modality=Image2026.012.65323.570.0950.0962.333
ResNet50Feature Modality=Image2026.012.66523.9320.0990.1012.427
ResNet101Feature Modality=Image2026.012.68624.1350.1030.1042.466
CMCLFeature Modality=Image, Backbone=ViT-B/322026.012.69125.4410.1010.1022.452
ViT-B/32Feature Modality=Image2026.012.72923.4470.1010.1032.478
MatMCLFeature Modality=Image, Backbone=ViT-B/322026.012.77324.2670.0970.12.408
MatMCLFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.012.8719.6180.0940.1012.384
CMCLFeature Modality=Tabular, Backbone=ViT-B/32, Pre-training Strategy=Multimodal pretraining2026.012.87521.6580.0960.1062.483
MatMCLFeature Modality=Tabular, Backbone=ViT-B/16, Pre-training Strategy=Multimodal pretraining2026.012.91220.2440.0860.12.359
XGBoostFeature Modality=Tabular, Category=Modality-specific baseline2026.012.99317.4740.0940.1042.537
LightGBMFeature Modality=Tabular, Category=Modality-specific baseline2026.013.07718.6630.0990.1132.697
CatBoostFeature Modality=Tabular, Category=Modality-specific baseline2026.013.10516.0360.0940.1022.568
TabPFNFeature Modality=Tabular, Category=Modality-specific baseline2026.013.13417.8520.0860.0932.546