Streaming classification on SyntheticDrift-CIFAR stream
52CtotAdapt-always
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Adapt-alwaysMode=TTA2026.03 | 52 | 4 | 13 | 66 | 79 | |
| Retrain-on-schedule2026.03 | 36 | 10 | 25 | 92 | 77 | |
| Controller + certificateUse certificate=true2026.03 | 21.2 | 0 | 15 | 58 | 82 | |
| ControllerUse certificate=false2026.03 | 16.8 | 8 | 14 | 84 | 78 | |
| Selective prediction only2026.03 | 8.6 | 19 | 18 | 148 | 72 | |
| Alarm-only2026.03 | 2.6 | 52 | 16 | 185 | 68 |