D1

Benchmarks

Task Name	Dataset Name	SOTA Result
Classification	D1	Mean Accuracy99.291	30
Forecasting under missing-at-random observations	D1 advection–diffusion	RMSE0.589	21
Spatio-temporal signal recovery	D1	MAE0.155	18
Time Series Forecasting	Synthetic D1 (test)	MSE0.512	16
Medical Image Segmentation	D1 Pediatric Organs in CT	DSC85.59	14
Needle Tracking	D1 Mean of IPS and IPM	AUC63.7	12
Regression	D1	RMSE0.31	10
Regression	D1	Average Relative MSE0.038	10
Classification	D1 0.15 (test)	Mean Accuracy99.742	10
HDI Tensor Completion	D1	MAE3.9289	9
Super-Resolution	D1	SSIM0.9466	9
Outlier Detection	D1 with only clusteriers (test)	AUC83.3	9
Aspect-level sentiment classification	D1	Accuracy79.11	9
Needle Tracking	D1 In-plane-moving (IPM)	AUC68	8
Needle Tracking	D1 In-plane-static (IPS)	AUC60.3	8
Spatially inductive prediction	D1 advection–diffusion 15 stations held out	RMSE (m)0.55	7
Spatially inductive prediction	D1 advection–diffusion (10 stations held out)	RMSE (m)0.52	7
Spatially inductive prediction	D1 advection–diffusion 5 stations held out	RMSE (m)0.53	7
Malicious Package Detection	D1 Calibrated	Precision99.1	7
Segmentation	D1 trained on D0 (test)	Dice93.67	7
Segmentation	D1 evaluated after training on D2	Dice Score93.67	7
Root Cause Localization	D1 (complete data conditions)	Top-1 Score82.1	7
Missing Data Imputation	D1 (test)	Micro AUPRC81.64	7
Hospital readmission prediction	D1 (test)	Mean AUPRC21.51	7
PET Image Denoising	D1 in-distribution (test)	PSNR (DRF=2)51.63	6

Showing 25 of 44 rows