SOTAVerified

Time Series Anomaly Detection

Papers

Showing 221–230 of 264 papers

TitleStatusHype
Time Series Anomaly Detection; Detection of anomalous drops with limited features and sparse examples in noisy highly periodic data—0
Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models—0
Time Series Anomaly Detection for Smart Grids: A Survey—0
Time Series Anomaly Detection in Smart Homes: A Deep Learning Approach—0
A Reliable Framework for Human-in-the-Loop Anomaly Detection in Time Series—0
Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning—0
Applying Quantum Autoencoders for Time Series Anomaly Detection—0
Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art—0
Harnessing Contrastive Learning and Neural Transformation for Time Series Anomaly Detection—0
A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis—0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1TimeVQVAE-ADaccuracy0.71—Unverified
2Matrix Profile STUMPYaccuracy0.51—Unverified
3MDIaccuracy0.47—Unverified
4Matrix Profile SCRIMPaccuracy0.42—Unverified
5RCFaccuracy0.39—Unverified
6IFaccuracy0.38—Unverified
7Convolutional AEaccuracy0.35—Unverified
8SR-CNNaccuracy0.3—Unverified
9USADaccuracy0.28—Unverified
10AEaccuracy0.24—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.3—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.5—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.45—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.51—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.68—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.13—Unverified
#ModelMetricClaimedVerifiedStatus
1CARLAAUPR0.65—Unverified