SOTAVerified

Time Series Anomaly Detection

Papers

Showing 131140 of 264 papers

TitleStatusHype
An Autoencoder Architecture for L-band Passive Microwave Retrieval of Landscape Freeze-Thaw CycleCode0
Self-Supervised Time-Series Anomaly Detection Using Learnable Data Augmentation0
Unraveling Anomalies in Time: Unsupervised Discovery and Isolation of Anomalous Behavior in Bio-regenerative Life Support System TelemetryCode0
Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models0
ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context EncodingCode0
Joint Selective State Space Model and Detrending for Robust Time Series Anomaly DetectionCode0
Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders0
Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection0
DeepHYDRA: Resource-Efficient Time-Series Anomaly Detection in Dynamically-Configured SystemsCode0
RESTAD: REconstruction and Similarity based Transformer for time series Anomaly DetectionCode0
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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