Anomaly Detection on UCR Anomaly Archive

Metric: AUC ROC (higher is better)

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#	Model↕	AUC ROC ▼	Augmentations	Paper	Date↕	Code
1	SubLOF	0.8001	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
2	KAN	0.7489	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
3	FCVAE	0.7145	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
4	SAND	0.655	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
5	LSTMAD	0.6432	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
6	FITS	0.5969	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
7	OFA	0.5699	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
8	AT	0.5458	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
9	SRCNN	0.5109	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
10	TranAD	0.4599	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code
11	TimesNet	0.4536	No	KAN-AD: Time Series Anomaly Detection with Kolmo...	2024-11-01	Code

#1SubLOFSOTA
0.8001
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#2KAN
0.7489
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#3FCVAE
0.7145
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#4SAND
0.655
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#5LSTMAD
0.6432
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#6FITS
0.5969
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#7OFA
0.5699
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#8AT
0.5458
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#9SRCNN
0.5109
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#10TranAD
0.4599
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code
#11TimesNet
0.4536
AUC ROC · 2024-11-01
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks Code