SOTAVerified

Time Series Anomaly Detection

Papers

Showing 2130 of 264 papers

TitleStatusHype
Can Multimodal LLMs Perform Time Series Anomaly Detection?Code1
dtaianomaly: A Python library for time series anomaly detectionCode2
VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly DetectionCode2
GenIAS: Generator for Instantiating Anomalies in time Series0
MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time seriesCode1
Federated Learning with Reservoir State Analysis for Time Series Anomaly DetectionCode0
GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly DetectionCode0
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open ChallengesCode1
Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models0
GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality0
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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