SOTA Interpolation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
PhysioNet Mortality 2012 (test)	Neural LSDE	Mean Squared Error (MSE)3.111	70	23d ago
PhysioNet 6 min quantization 2012 (test)	mTAND-Full	MSE0.49	30	4mo ago
PhysioNet 1 min quantization 2012 (test)	mTAND-Full	MSE0.47	24	4mo ago
PhysioNet (test)	mTAND-Full	MSE4.018	20	4mo ago
Lotka-Volterra Simulated	ConvGNP	Normalized Log-Likelihood-3.46	12	4mo ago
HADISD Interp (test)	TNP-A	Log-Likelihood0.031	11	4mo ago
ADNI	CASHformer w/ ViTlarge	Median Error0.0015	11	4mo ago
WSJ0 Audio Spectrogram	SVAE-SLDS	Interpolation FID (0.0-0.8)7.5	10	4mo ago
Human Motion Capture h3.6m	SVAE-SLDS	FID (0.0-0.8)7.9	10	4mo ago
Healthcare (10% missing)	CSDI	MAE0.217	10	4mo ago
ADNI	Seq-VXM	MAE4.5	8	3mo ago
nuScenes	DriveFix	PSNR30.67	8	4mo ago
Healthcare 90% missing	CSDI	MAE0.481	8	4mo ago
Healthcare 50% missing	CSDI	MAE0.301	8	4mo ago
EEG	ConvNP	NLL0.44	7	2mo ago
Geospatial Tasks Aggregate 27 tasks	PDFM	R^20.83	7	3mo ago
Health (mean)	PDFM	R^20.73	7	3mo ago
Elevation	SatCLIP	R^20.96	7	3mo ago
TreeCover	PDFM	R^20.79	7	3mo ago
PopulationDensity	PDFM	R^20.9	7	3mo ago
NightLights	PDFM	R^20.93	7	3mo ago
HomeValue	PDFM	R^20.84	7	3mo ago
Income	PDFM	R^20.68	7	3mo ago
OASIS	NODER	MAE6.9	7	3mo ago
2-dimensional spirals	RoMAE-tiny	RMSE0.0183	7	2mo ago

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