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ResearchFormerly WizWand

Multi-Class Classification on PTB-XL

0.943Macro AUCER-JEPA
0.893080.906040.9190.93196Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ER-JEPAPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.943
ER-JEPA (10 trials)Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning, Downstream trials=102026.070.943
JEPA (10 trials)Pretrain dataset=10 datasets, Records=1 M, Evaluation protocol=Fine-Tuning, Downstream trials=102026.070.935
SimCLRPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.928
ECG-JEPAPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.928
JEPA (10 trials)Pretrain dataset=MIMIC-IV-ECG, Records=800 K, Evaluation protocol=Fine-Tuning, Downstream trials=102026.070.928
1D-JEPA (5 pretrained encoders)Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.923
MLAEPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.915
MoCo v3Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.913
MTAEPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.91
ST-MEMPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.91
KEDPretrain dataset=MIMIC-IV-ECG, Records=800 K, Evaluation protocol=Fine-Tuning2026.070.906
ECG-FMPretrain dataset=UHN [10], Records=622 K, Evaluation protocol=Fine-Tuning2026.070.895