Diffusion-generated Time Series Detection on TSDiff, Diffusion-TS, and WaveStitch OOD Aggregate
84.8F1 ScoreDisjoint-CNN
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Disjoint-CNNSequence Length=32-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 84.8 | 78.4 | 85.7 | 84.4 | 65.1 | |
| Disjoint-CNNSequence Length=64-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 83.8 | 76.9 | 87.9 | 87.6 | 61.2 | |
| DIRESequence Length=32-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 69.3 | 58.2 | 62.7 | 62.6 | 3.33 | |
| Disjoint-CNNSequence Length=128-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 69.1 | 57.5 | 74.1 | 69.7 | 45.3 | |
| DIRESequence Length=64-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 66.6 | 54.9 | 59.6 | 60.4 | 0 | |
| DIRESequence Length=128-length, Test Condition=Out-of-Distribution (OOD)2026.05 | 58.8 | 46.6 | 49.8 | 46.5 | 0.67 |