| Controlled (post-cutoff) | Our probe | AUROC0.95 | | 91 | 22d ago |
| NOAA | | Accuracy79.41 | | 63 | 1mo ago |
| Synthetic Data Streams various configurations | | D1 Measure12.672 | | 49 | 5d ago |
| SEA 30 batches | | Accuracy84.46 | | 21 | 1mo ago |
| SEA 20 batches | | Accuracy84.62 | | 21 | 1mo ago |
| SEA 10 batches | | Accuracy83.37 | | 21 | 1mo ago |
| Elec2 (Batch 30) | | Accuracy75.02 | | 21 | 1mo ago |
| Elec2 (Batch 20) | | Accuracy74.17 | | 21 | 1mo ago |
| Elec2 (Batch 10) | | Accuracy72.55 | | 21 | 1mo ago |
| Ozone (Batch 30) | PDD | Accuracy94.55 | | 21 | 1mo ago |
| Ozone (Batch 20) | | Accuracy94.41 | | 21 | 1mo ago |
| Ozone (Batch 10) | KSWIN | Accuracy95.29 | | 21 | 1mo ago |
| Shuttle Real | MICD3 | Accuracy99.44 | | 8 | 2mo ago |
| Noaa Real | MICD3 | Accuracy99.81 | | 8 | 2mo ago |
| 2D-2G-M Synthetic | OICD3 | Accuracy76.63 | | 8 | 2mo ago |
| EMBER family-versus-family setting, 2-month fixed windowing, lag k=1 2024 | Decision tree | Mean Rho (ρ)0.419 | | 6 | 1mo ago |
| GazeBase | GazeFlow | Precision81 | | 6 | 3mo ago |
| COVID-19 social media dataset (test) | Our Zero-Training Method | Detection Rate100 | | 5 | 3mo ago |
| AG News | Anytime-FC-RAG | Alarm Rate0 | | 4 | 5d ago |
| DBpedia | Anytime-FC-RAG (Sudden-drift ablation) | Alarm Rate100 | | 4 | 5d ago |
| MMLU | Anytime-FC-RAG | Alarm Rate0 | | 4 | 5d ago |
| 100-prompt synthetic (test) | nautilus-compass v0.7.1 | ROC AUC0.9232 | | 4 | 22d ago |
