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Anomaly Detection on MSL (F1)

87.5F1 ScoreDCdetector
72.10876.10480.184.096Feb 5, 2025Apr 26, 2025Jul 15, 2025Oct 3, 2025Dec 22, 2025Mar 12, 2026Jun 1, 2026

Evaluation results

MethodLinks
DCdetector2026.0687.5
ICAD-LLMMethod Category=Task-Specific2025.1286.52
TimesNet2026.0686.1
TimesNetMethod Category=Task-Specific2025.1285.78
DLinearMethod Category=Task-Specific2025.1285.41
ICAD-LLMMethod Category=Universal2025.1285.15
AnomalyTran2026.0685.1
DLinear2025.0284.88
TimeBlocks2026.0684.8
Anomaly TransformerMethod Category=Task-Specific2025.1284.12
Informer2025.0284.06
GTM2025.0282.53
OneFitsAllMethod Category=Task-Specific2025.1282.48
GPT4TS2025.0282.45
UniADMethod Category=Universal2025.1281.99
TimesNet2025.0281.84
PatchTST2026.0681.8
NeuTraL ADMethod Category=Universal2025.1279.68
Autoformer2025.0279.05
PatchTST2025.0278.7
TTM2026.0678.7
FEDformer2025.0278.57
Lag-Llama2026.0678.5
ACRMethod Category=Universal2025.1276.43
TimeMixer2026.0674.4
Autoformer2026.0674
Moment2026.0672.7