SOTAVerified

Time Series Anomaly Detection

Papers

Showing 5160 of 264 papers

TitleStatusHype
Can LLMs Understand Time Series Anomalies?Code1
Applying Quantum Autoencoders for Time Series Anomaly Detection0
The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection BenchmarkCode3
Towards Unbiased Evaluation of Time-series Anomaly DetectorCode0
Matrix Profile for Anomaly Detection on Multidimensional Time Series0
Training-Free Time-Series Anomaly Detection: Leveraging Image Foundation Models0
Multivariate Time-Series Anomaly Detection based on Enhancing Graph Attention Networks with Topological AnalysisCode1
Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection0
Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions0
Can LLMs Serve As Time Series Anomaly Detectors?0
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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