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Anomaly Detection on PSM (F1 Score)

97.64F1 ScoreICAD-LLM
76.278481.824287.3792.9158Feb 5, 2025Mar 26, 2025May 15, 2025Jul 4, 2025Aug 23, 2025Oct 12, 2025Dec 1, 2025

Evaluation results

MethodLinks
ICAD-LLMMethod Category=Task-Specific2025.1297.64
TimesNet2025.0297.34
TimesNetMethod Category=Task-Specific2025.1297.33
FEDformer2025.0297.23
OneFitsAllMethod Category=Task-Specific2025.1297.16
UP2ME2025.0297.16
GPT4TS2025.0297.13
ICAD-LLMMethod Category=Universal2025.1296.97
PatchTST2025.0296.08
GTM2025.0295.43
DLinearMethod Category=Task-Specific2025.1293.7
DLinear2025.0293.55
Autoformer2025.0293.29
UniADMethod Category=Universal2025.1292.84
NeuTraL ADMethod Category=Universal2025.1291.64
ACRMethod Category=Universal2025.1289.53
Anomaly TransformerMethod Category=Task-Specific2025.1282.36
Informer2025.0277.1