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ResearchFormerly WizWand

Multi-Label Classification on CPSC 2018

97.4Macro AUCER-JEPA
88.76891.00993.2595.491Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ER-JEPAPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.0797.4
ST-MEMPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.0797.3
ECG-JEPAPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.0797.3
1D-JEPA (5 pretrained encoders)Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.0797.3
ER-JEPA (10 trials)Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning, Downstream trials=102026.0797.3
SimCLRPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.0793.6
ECG-FMPretrain dataset=UHN [10], Records=622 K, Evaluation protocol=Fine-Tuning2026.0792.2
KEDPretrain dataset=MIMIC-IV-ECG, Records=800 K, Evaluation protocol=Fine-Tuning2026.0789.1