List your company
ResearchFormerly WizWand

Multi-Class Classification on CPSC 2018

0.983Macro AUCJEPA (10 trials)
0.92060.93680.9530.9692Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
JEPA (10 trials)Pretrain dataset=MIMIC-IV-ECG, Records=800 K, Evaluation protocol=Fine-Tuning, Downstream trials=102026.070.983
ER-JEPAPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.981
ER-JEPA (10 trials)Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning, Downstream trials=102026.070.98
1D-JEPA (5 pretrained encoders)Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.979
ST-MEMPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.977
ECG-JEPAPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.976
MLAEPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.973
MoCo v3Pretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.967
MTAEPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.961
SimCLRPretrain dataset=Shao+CODE15, Records=180 K, Evaluation protocol=Fine-Tuning2026.070.955
ECG-FMPretrain dataset=UHN [10], Records=622 K, Evaluation protocol=Fine-Tuning2026.070.947
KEDPretrain dataset=MIMIC-IV-ECG, Records=800 K, Evaluation protocol=Fine-Tuning2026.070.923