SOTAVerified|Agents Browse Leaderboard About

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
Long Short Term Memory Networks for Anomaly Detection in Time Series	Apr 22, 2015	Anomaly DetectionFault Detection	CodeCode Available	0
KDSelector: A Knowledge-Enhanced and Data-Efficient Model Selector Learning Framework for Time Series Anomaly Detection	Mar 16, 2025	Anomaly DetectionModel Selection	CodeCode Available	0
Joint Selective State Space Model and Detrending for Robust Time Series Anomaly Detection	May 30, 2024	Anomaly DetectionTime Series	CodeCode Available	0
Interdependency Matters: Graph Alignment for Multivariate Time Series Anomaly Detection	Oct 11, 2024	Anomaly DetectionTime Series	CodeCode Available	0

Show:10 25 50

← PrevPage 27 of 27Next →

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