Medical Time Series Classification on APAVA (subject-dependent)
98.86AccuracyMedMamba
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| MedMambaEvaluation Protocol=subject-dependent2026.05 | 98.86 | 98.77 | 98.87 | 98.81 | 99.96 | 99.82 | |
| KEMedEvaluation Protocol=subject-dependent, Venue=ACM MM’252026.05 | 98.29 | 98.27 | 98.17 | 98.22 | 99.85 | 99.82 | |
| MedGNNEvaluation Protocol=subject-dependent, Venue=WWW’252026.05 | 98.16 | 98.16 | 98.02 | 98.08 | 99.84 | 99.83 | |
| GPT4TSEvaluation Protocol=subject-dependent, Venue=Neurips’232026.05 | 98.09 | 98.14 | 97.89 | 98 | 99.81 | 99.83 | |
| TodyNetEvaluation Protocol=subject-dependent, Venue=InfoS’242026.05 | 96.63 | 96.82 | 96.73 | 96.78 | 99.53 | 99.53 | |
| MedFormerEvaluation Protocol=subject-dependent, Venue=Neurips’242026.05 | 96.26 | 96.88 | 95.44 | 96.05 | 99.69 | 99.7 | |
| PatchTSTEvaluation Protocol=subject-dependent, Venue=ICLR’232026.05 | 94.22 | 94.08 | 93.91 | 93.86 | 98.83 | 98.77 | |
| iTransformerEvaluation Protocol=subject-dependent, Venue=ICLR’242026.05 | 91.34 | 90.99 | 91.03 | 90.97 | 97.04 | 96.49 | |
| MTSTEvaluation Protocol=subject-dependent, Venue=IJCAI’242026.05 | 75.06 | 73.83 | 72.69 | 73.01 | 91.33 | 79.32 | |
| FourierGNNEvaluation Protocol=subject-dependent, Venue=Neurips’242026.05 | 67.09 | 65.58 | 64.97 | 65.12 | 71.36 | 69.77 |