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Univariate time-series anomaly detection on TSB-AD U Eva

58VUS-PRTSPulse + PAI
8.0821.043446.96Jun 8, 2026

Evaluation results

MethodLinks
TSPulse + PAICategory=Representation, Mode=Fine-tuned (FT), Augmentation=PAI2026.06589071528758
PaAno + PAICategory=Representation, Augmentation=PAI2026.06589375559058
TSPulseCategory=Representation, Mode=Fine-tuned (FT)2026.06548767488454
PaAnoCategory=Representation2026.06528948468651
TSPulse + PAICategory=Representation, Mode=Zero-shot (ZS), Augmentation=PAI2026.06488561438148
TS2Vec + PAICategory=Representation, Augmentation=PAI2026.06478767458348
KAN-ADCategory=NN2026.06438243418044
(Sub)-PCACategory=Stat&ML2026.06427641377142
TSPulseCategory=Representation, Mode=Zero-shot (ZS)2026.06417950327439
KShapeADCategory=Stat&ML2026.06407640357439
DCdetector + PAICategory=Representation, Augmentation=PAI2026.06398166387643
magG+T2Category=Stat&ML2026.06387856367240
T2 q(t)Category=Stat&ML2026.06367144336636
USADCategory=NN2026.06367140326637
magG g(t)Category=Stat&ML2026.06347661347038
DeepAnTCategory=NN2026.06347935337138
DADACategory=NN2026.06317731297138
TimesNetCategory=NN2026.06267221186124
FITSCategory=NN2026.06267320176123
TS2VecCategory=Representation2026.06196260195425
DCdetectorCategory=Representation2026.0610551364811