SOTAVerified

Time Series Anomaly Detection

Papers

Showing 201210 of 264 papers

TitleStatusHype
RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal Multivariate Time Series0
See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers0
Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series0
Self-Supervised Time-Series Anomaly Detection Using Learnable Data Augmentation0
CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series0
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models0
Sketching Multidimensional Time Series for Fast Discord Mining0
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection0
Stacked Residuals of Dynamic Layers for Time Series Anomaly Detection0
A Bi-LSTM Autoencoder Framework for Anomaly Detection -- A Case Study of a Wind Power Dataset0
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Benchmark Results

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