Temporal drift adaptation on Amazon Reviews (temporal stream)
56CtotAdapt-always
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Adapt-alwaysadaptation_mode=TTA2026.03 | 56 | 4 | 16 | 70 | 80 | 79 | |
| Retrain-on-schedule2026.03 | 38 | 9 | 28 | 96 | 78 | 20 | |
| Controller + certificatecertificate_gating=true2026.03 | 23.5 | 0 | 19 | 60 | 82 | 11 | |
| Controller (no certificate)certificate_gating=false2026.03 | 17.9 | 6 | 18 | 88 | 79 | 15 | |
| Alarm-only2026.03 | 3 | 41 | 20 | 180 | 73 | 5 |