Time-Series Anomaly Detection on TODS
94.25F1 ScoreKAN-AD
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| KAN-AD2024.11 | 94.25 | — | — | — | — | 89.4 | 83.91 | 97.16 | |
| FCVAE2024.11 | 86.52 | — | — | — | — | 69.95 | 74.82 | 87.98 | |
| LSTMAD2024.11 | 86.33 | — | — | — | — | 69.81 | 76.55 | 87.4 | |
| KAN2024.11 | 81.09 | — | — | — | — | 64.66 | 75.18 | 82.86 | |
| SubLOF2024.11 | 79.97 | — | — | — | — | 47.95 | 71.69 | 78.09 | |
| FITS2024.11 | 77.73 | — | — | — | — | 54.16 | 63.12 | 77.25 | |
| OFA2024.11 | 69.28 | — | — | — | — | 58.11 | 55.88 | 72.06 | |
| SRCNN2024.11 | 62.39 | — | — | — | — | 19.18 | 43.99 | 60.76 | |
| TimesNet2024.11 | 62.32 | — | — | — | — | 33.27 | 44.95 | 60.31 | |
| SAND2024.11 | 53.72 | — | — | — | — | 18.79 | 51.03 | 51.45 | |
| TranAD2024.11 | 50.35 | — | — | — | — | 24.6 | 36.19 | 45.01 | |
| AnoTrans2024.11 | 48.75 | — | — | — | — | 19.15 | 29.18 | 41.48 | |
| AnomaMindbackbone=Qwen3-8B, agent_framework=agent-lightning, optimization=full fine-tuning2026.02 | 46.4 | 45.4 | 43.9 | 47.5 | 45.8 | — | — | — | |
| LLM-TSAD2026.02 | 42.4 | 60.3 | 35.6 | 42.4 | 45.2 | — | — | — | |
| Chronospretraining=large-scale2026.02 | 28.6 | 64.2 | 19.1 | 41.1 | 38.3 | — | — | — | |
| TimesFMpretraining=large-scale2026.02 | 28.3 | 65 | 18.7 | 42.1 | 38.5 | — | — | — | |
| FFT-AD2026.02 | 17.4 | 58.9 | 11 | 31.9 | 29.8 | — | — | — | |
| LLMAD2026.02 | 13.9 | 42.8 | 7.8 | 13.9 | 19.6 | — | — | — | |
| OFA2026.02 | 13.5 | 28.4 | 9.1 | 21.9 | 18.2 | — | — | — | |
| SR2026.02 | 9.8 | 39.8 | 5.7 | 38 | 23.3 | — | — | — | |
| TransAD2026.02 | 7.8 | 34 | 3.1 | 11.6 | 14.2 | — | — | — | |
| M2N22026.02 | 2.4 | 35.4 | 1.4 | 16.2 | 13.8 | — | — | — | |
| CNN2026.02 | 1.3 | 2.6 | 0.9 | 25.2 | 7.5 | — | — | — | |
| LSTMAD2026.02 | 0.7 | 1 | 0.6 | 25.2 | 6.9 | — | — | — |