SOTAVerified

Time Series Anomaly Detection

Papers

Showing 251–264 of 264 papers

TitleStatusHype
Impact of Deep Learning Libraries on Online Adaptive Lightweight Time Series Anomaly Detection—0
Impact of Recurrent Neural Networks and Deep Learning Frameworks on Real-time Lightweight Time Series Anomaly Detection—0
Improving Robustness on Seasonality-Heavy Multivariate Time Series Anomaly Detection—0
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders—0
Warping Resilient Scalable Anomaly Detection in Time Series—0
Few-shot time-series anomaly detection with unsupervised domain adaptation—0
A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System—0
k-Parameter Approach for False In-Season Anomaly Suppression in Daily Time Series Anomaly Detection—0
Label-Efficient Interactive Time-Series Anomaly Detection—0
Feedforward Neural Network for Time Series Anomaly Detection—0
LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection—0
Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection—0
Federated Variational Learning for Anomaly Detection in Multivariate Time Series—0
Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection—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