| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Human Activity Recognition | USC-HAD | Total Energy (µJ)0.05 | 29 | |
| Human Activity Recognition | USC-HAD | Macro F170.21 | 24 | |
| Activity Recognition | USC-HAD | Accuracy32.9 | 18 | |
| Human Activity Recognition | USC-HAD Subject-Hold-Out | Accuracy60 | 14 | |
| Human Activity Recognition | USC-HAD source-target pairs | Transfer Accuracy (S01 -> S03)62.81 | 12 | |
| Time-Series Segmentation | USC-HAD (test) | F1 Score74.67 | 5 | |
| Human Activity Recognition | USC-HAD Full-Shot | Accuracy58.3 | 4 | |
| Activity Recognition | USC-HAD | Communication Cost (40%)4.39 | 3 | |
| Human Activity Recognition | USC-HAD Full-Shot (test) | Accuracy- | 0 |