SOTAVerified

Time Series Anomaly Detection

Papers

Showing 251264 of 264 papers

TitleStatusHype
Impact of Recurrent Neural Networks and Deep Learning Frameworks on Real-time Lightweight Time Series Anomaly Detection0
Improving Robustness on Seasonality-Heavy Multivariate Time Series Anomaly Detection0
Anomaly detection in dynamical systems from measured time series0
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders0
Few-shot time-series anomaly detection with unsupervised domain adaptation0
Warping Resilient Scalable Anomaly Detection in Time Series0
k-Parameter Approach for False In-Season Anomaly Suppression in Daily Time Series Anomaly Detection0
Label-Efficient Interactive Time-Series Anomaly Detection0
Feedforward Neural Network for Time Series Anomaly Detection0
LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection0
Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection0
Federated Variational Learning for Anomaly Detection in Multivariate Time Series0
Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection0
Federated Koopman-Reservoir Learning for Large-Scale Multivariate Time-Series Anomaly Detection0
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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