Autonomous rollout classification on Dataset A sign-flip
99.83Mean Train AccKOMET
Evaluation Results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| KOMETDrift type=sign-flip, Classes / nθ=2/17, Koopman basis=Fourier, PCs / nθ=9/17, Spectral radius ρ(A)=0.9953, Rollout steps=100, Zero retraining=true2026.03 | 99.83 | 99 | 98.08 | 91.5 | 0 | — | — | — | 0.428 | 26 | 0.91 | |
| FrozenDrift type=sign-flip, Weights=t=299 weights unchanged throughout2026.03 | — | — | — | — | — | — | 50.05 | 77 | — | — | — | |
| Retrained (upper bound)Drift type=sign-flip, Mode=Fresh retraining at every prediction step2026.03 | — | — | — | — | — | 99.82 | — | — | — | — | — |