SOTAVerified

Time Series Anomaly Detection

Papers

Showing 71–80 of 264 papers

TitleStatusHype
Explainable Time Series Anomaly Detection using Masked Latent Generative ModelingCode1
MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time SeriesCode1
AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation SchemeCode1
Generative Adversarial Network with Soft-Dynamic Time Warping and Parallel Reconstruction for Energy Time Series Anomaly DetectionCode1
Can LLMs Understand Time Series Anomalies?Code1
Anomaly Detection for Time Series Using VAE-LSTM Hybrid ModelCode1
Can Multimodal LLMs Perform Time Series Anomaly Detection?Code1
Entropy Causal Graphs for Multivariate Time Series Anomaly DetectionCode1
Time Series Anomaly Detection by Cumulative Radon FeaturesCode1
When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly DetectionCode1
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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