DR

Benchmarks

Task Name	Dataset Name	SOTA Result
Single-cell gene expression dynamics interpolation	DR Drosophila	W Metric352.94	18
Target-Based Sentiment Analysis	DR Restaurant (test)	Precision68.64	16
Ordinal Classification	DR	MAE0.6709	15
Ordinal Classification	DR official (test)	MAE0.6826	15
Diabetic retinopathy classification	DR (test)	Accuracy78.3	14
Image Classification	DR In-Distribution	Accuracy91.89	11
Image Classification	DR (OOD)	Accuracy86.9	11
Graph Clustering	DR 100K	NMI96.2	10
Depression Binary Classification	DR (test)	Accuracy84	10
Aspect Term Extraction	DR Restaurant SemEval 2014 (test)	F1 Score92.76	10
Domain-Incremental Learning	DR APTOS → DDR → DRD	Average Accuracy85	8
PDE dynamics forecasting	DR (ID)	nMSE0.0052	7
Image Classification	DR (APTOS 2019, DDR, IDRiD)	Accuracy (D to A)74.52	7
World Coordinate 3D Point Tracking	DR	APD55.36	6
Binary Classification	DR	F1 Score94.25	6
Artist Removal	Dr remaining set (test)	AS0.352	6
Artist Removal	Dr remaining set (train)	AS35.5	6
Nudity Removal	Dr remaining set (test)	AS Score35.2	6
Nudity Removal	Dr remaining set (train)	AS0.357	6
3D tracking	DR	AJ58.42	5
PDE dynamics forecasting	DR (Out-time)	nMSE0.199	5
PDE dynamics forecasting	DR (In-time)	nMSE0.0009	5
Offline Reinforcement Learning	DR 300-5-mid 19	NAUC85	4
Offline Reinforcement Learning	DR19 300 mid 1	NAUC43	4
Offline Reinforcement Learning	DR 150-1-mid 19	NAUC27	4

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