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Time Series Anomaly Detection

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 261–264 of 264 papers

Title	Date	Tasks	Status	Hype	Score
LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection	Oct 9, 2023	Anomaly DetectionTime Series	—Unverified	0	0
Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection	Jan 26, 2024	Anomaly DetectionKnowledge Distillation	—Unverified	0	0
Federated Variational Learning for Anomaly Detection in Multivariate Time Series	Aug 18, 2021	Anomaly DetectionRepresentation Learning	—Unverified	0	0
Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection	May 24, 2024	Anomaly DetectionDecision Making	—Unverified	0	0

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All datasets UCR Anomaly Archive KPI MSL SMAP SMD SWaT WADI Yahoo A1

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TimeVQVAE-AD	accuracy	0.71	—	Unverified
2	Matrix Profile STUMPY	accuracy	0.51	—	Unverified
3	MDI	accuracy	0.47	—	Unverified
4	Matrix Profile SCRIMP	accuracy	0.42	—	Unverified
5	RCF	accuracy	0.39	—	Unverified
6	IF	accuracy	0.38	—	Unverified
7	Convolutional AE	accuracy	0.35	—	Unverified
8	SR-CNN	accuracy	0.3	—	Unverified
9	USAD	accuracy	0.28	—	Unverified
10	AE	accuracy	0.24	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.3	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.5	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.51	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.68	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.13	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CARLA	AUPR	0.65	—	Unverified