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Time Series Anomaly Detection

Papers

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Showing 1–50 of 264 papers

TitleStatusHype
MOSPAT: AutoML based Model Selection and Parameter Tuning for Time Series Anomaly DetectionCode5
The Elephant in the Room: Towards A Reliable Time-Series Anomaly Detection BenchmarkCode3
AER: Auto-Encoder with Regression for Time Series Anomaly DetectionCode3
TAB: Unified Benchmarking of Time Series Anomaly Detection MethodsCode2
dtaianomaly: A Python library for time series anomaly detectionCode2
VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly DetectionCode2
CATCH: Channel-Aware multivariate Time Series Anomaly Detection via Frequency PatchingCode2
European Space Agency Benchmark for Anomaly Detection in Satellite TelemetryCode2
Large language models can be zero-shot anomaly detectors for time series?Code2
TimeSeriesBench: An Industrial-Grade Benchmark for Time Series Anomaly Detection ModelsCode2
Revisiting VAE for Unsupervised Time Series Anomaly Detection: A Frequency PerspectiveCode2
MTAD: Tools and Benchmarks for Multivariate Time Series Anomaly DetectionCode2
DCdetector: Dual Attention Contrastive Representation Learning for Time Series Anomaly DetectionCode2
PyPOTS: A Python Toolbox for Data Mining on Partially-Observed Time SeriesCode2
Anomaly Transformer: Time Series Anomaly Detection with Association DiscrepancyCode2
TadGAN: Time Series Anomaly Detection Using Generative Adversarial NetworksCode2
LSTM-based Encoder-Decoder for Multi-sensor Anomaly DetectionCode2
Can Multimodal LLMs Perform Time Series Anomaly Detection?Code1
MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time seriesCode1
A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open ChallengesCode1
Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment LabelsCode1
F-SE-LSTM: A Time Series Anomaly Detection Method with Frequency Domain InformationCode1
TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly DetectionCode1
KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold NetworksCode1
Can LLMs Understand Time Series Anomalies?Code1
Multivariate Time-Series Anomaly Detection based on Enhancing Graph Attention Networks with Topological AnalysisCode1
Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly DetectionCode1
PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly DetectionCode1
SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly DetectionCode1
Position: Quo Vadis, Unsupervised Time Series Anomaly Detection?Code1
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time SeriesCode1
Generative Adversarial Network with Soft-Dynamic Time Warping and Parallel Reconstruction for Energy Time Series Anomaly DetectionCode1
TreeMIL: A Multi-instance Learning Framework for Time Series Anomaly Detection with Inexact SupervisionCode1
PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly DetectionCode1
When Model Meets New Normals: Test-time Adaptation for Unsupervised Time-series Anomaly DetectionCode1
Label-Free Multivariate Time Series Anomaly DetectionCode1
Entropy Causal Graphs for Multivariate Time Series Anomaly DetectionCode1
MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly DetectionCode1
Set Features for Anomaly DetectionCode1
Explainable Time Series Anomaly Detection using Masked Latent Generative ModelingCode1
Unraveling the "Anomaly" in Time Series Anomaly Detection: A Self-supervised Tri-domain SolutionCode1
Time Series Anomaly Detection using Diffusion-based ModelsCode1
Unravel Anomalies: An End-to-end Seasonal-Trend Decomposition Approach for Time Series Anomaly DetectionCode1
Nominality Score Conditioned Time Series Anomaly Detection by Point/Sequential ReconstructionCode1
CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly DetectionCode1
Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly DetectionCode1
ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly DetectionCode1
BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief PropagationCode1
AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation SchemeCode1
OneShotSTL: One-Shot Seasonal-Trend Decomposition For Online Time Series Anomaly Detection And ForecastingCode1
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All datasetsUCR Anomaly ArchiveKPIMSLSMAPSMDSWaTWADIYahoo A1

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