Browse State-of-the-Art › Time Series Anomaly Detection › Papers, page 3
Time Series Anomaly Detection
Papers archive 2025-07-28
archive papers tagged: 264 · with a code link: 127 · where Syntology ran a sample: 40 (33 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument) Syntology
Show: all tagged papersonly where code ran (40 of 264 tagged: 33 with a run with no instrument failure, 7 where every run was a failure of Syntology's instrument)
Page 3 of 3: papers 201 to 264 of 264, in archive order: by repositories listed in the archive (most first), then newest first, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers that list no repository come after every paper that lists one.
Papers without a page here are shown as plain text. A Syntology line reads “N ran (of which C constructed an object rather than computing a result; K with no instrument failure: H honoured, V violated, P with no contract checked; I where Syntology's instrument failed) · U unverified”; the figure “where Syntology's instrument failed” counts failures of Syntology's instrument, not of the code. When the archive marks a repository official for the paper, the line starts with that repository's state (the archive's flag, not a verdict on who wrote the code); hover it for the repositories the samples that ran came from. Abstracts are on each paper's page.
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RoLA: A Real-Time Online Lightweight Anomaly Detection System for Multivariate Time Series25 May 2023 0 repositories listed
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Evaluation Strategy of Time-series Anomaly Detection with Decay Function15 May 2023 0 repositories listed
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Impact of Deep Learning Libraries on Online Adaptive Lightweight Time Series Anomaly Detection30 Apr 2023 0 repositories listed
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Harnessing Contrastive Learning and Neural Transformation for Time Series Anomaly Detection16 Apr 2023 0 repositories listed
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Context-aware Domain Adaptation for Time Series Anomaly Detection15 Apr 2023 0 repositories listed
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Time-series Anomaly Detection based on Difference Subspace between Signal Subspaces31 Mar 2023 0 repositories listed
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Protecting Federated Learning from Extreme Model Poisoning Attacks via Multidimensional Time Series Anomaly Detection29 Mar 2023 0 repositories listed
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A Bi-LSTM Autoencoder Framework for Anomaly Detection -- A Case Study of a Wind Power Dataset17 Mar 2023 0 repositories listed
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Learning Representation for Anomaly Detection of Vehicle Trajectories9 Mar 2023 0 repositories listed
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RePAD2: Real-Time, Lightweight, and Adaptive Anomaly Detection for Open-Ended Time Series1 Mar 2023 0 repositories listed
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Time Series Anomaly Detection in Smart Homes: A Deep Learning Approach28 Feb 2023 0 repositories listed
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Multivariate Time Series Anomaly Detection via Dynamic Graph Forecasting4 Feb 2023 0 repositories listed
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Graph Anomaly Detection in Time Series: A Survey31 Jan 2023 0 repositories listed
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Label-Efficient Interactive Time-Series Anomaly Detection30 Dec 2022 0 repositories listed
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Unsupervised Anomaly Detection in Time-series: An Extensive Evaluation and Analysis of State-of-the-art Methods6 Dec 2022 0 repositories listed
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Lossy Compression for Robust Unsupervised Time-Series Anomaly Detection5 Dec 2022 0 repositories listed
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MGADN: A Multi-task Graph Anomaly Detection Network for Multivariate Time Series22 Nov 2022 0 repositories listed
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HFN: Heterogeneous Feature Network for Multivariate Time Series Anomaly Detection1 Nov 2022 0 repositories listed
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A Comparative Study on Unsupervised Anomaly Detection for Time Series: Experiments and Analysis10 Sep 2022 0 repositories listed
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Deep Baseline Network for Time Series Modeling and Anomaly Detection10 Sep 2022 0 repositories listed
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Robust Learning of Deep Time Series Anomaly Detection Models with Contaminated Training Data3 Aug 2022 0 repositories listed
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A Causal Approach to Detecting Multivariate Time-series Anomalies and Root Causes30 Jun 2022 0 repositories listed
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GraphAD: A Graph Neural Network for Entity-Wise Multivariate Time-Series Anomaly Detection23 May 2022 0 repositories listed
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LPC-AD: Fast and Accurate Multivariate Time Series Anomaly Detection via Latent Predictive Coding5 May 2022 0 repositories listed
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Do Deep Neural Networks Contribute to Multivariate Time Series Anomaly Detection?4 Apr 2022 0 repositories listed
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Diverse Counterfactual Explanations for Anomaly Detection in Time Series21 Mar 2022 0 repositories listed
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Stacked Residuals of Dynamic Layers for Time Series Anomaly Detection25 Feb 2022 0 repositories listed
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Recurrent Auto-Encoder With Multi-Resolution Ensemble and Predictive Coding for Multivariate Time-Series Anomaly Detection21 Feb 2022 0 repositories listed
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Robust Anomaly Detection for Time-series Data6 Feb 2022 0 repositories listed
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Little Help Makes a Big Difference: Leveraging Active Learning to Improve Unsupervised Time Series Anomaly Detection25 Jan 2022 0 repositories listed
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Online Time Series Anomaly Detection with State Space Gaussian Processes18 Jan 2022 0 repositories listed
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Forecast-based Multi-aspect Framework for Multivariate Time-series Anomaly Detection13 Jan 2022 0 repositories listed
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DeepFIB: Self-Imputation for Time Series Anomaly Detection12 Dec 2021 0 repositories listed
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Ymir: A Supervised Ensemble Framework for Multivariate Time Series Anomaly Detection9 Dec 2021 0 repositories listed
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Memory-augmented Adversarial Autoencoders for Multivariate Time-series Anomaly Detection with Deep Reconstruction and Prediction15 Oct 2021 0 repositories listed
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Hankel-structured Tensor Robust PCA for Multivariate Traffic Time Series Anomaly Detection8 Oct 2021 0 repositories listed
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STRIC: Stacked Residuals of Interpretable Components for Time Series Anomaly Detection29 Sep 2021 0 repositories listed
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DAE : Discriminatory Auto-Encoder for multivariate time-series anomaly detection in air transportation8 Sep 2021 0 repositories listed
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Federated Variational Learning for Anomaly Detection in Multivariate Time Series18 Aug 2021 0 repositories listed
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Event2Graph: Event-driven Bipartite Graph for Multivariate Time-series Anomaly Detection15 Aug 2021 0 repositories listed
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Ensemble neuroevolution based approach for multivariate time series anomaly detection8 Aug 2021 0 repositories listed
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OnlineSTL: Scaling Time Series Decomposition by 100x19 Jul 2021 0 repositories listed
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Time Series Anomaly Detection for Smart Grids: A Survey16 Jul 2021 0 repositories listed
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Time Series Anomaly Detection with label-free Model Selection11 Jun 2021 0 repositories listed
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Anomaly Detection in Predictive Maintenance: A New Evaluation Framework for Temporal Unsupervised Anomaly Detection Algorithms26 May 2021 0 repositories listed
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RLAD: Time Series Anomaly Detection through Reinforcement Learning and Active Learning31 Mar 2021 0 repositories listed
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How Far Should We Look Back to Achieve Effective Real-Time Time-Series Anomaly Detection?12 Feb 2021 0 repositories listed
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NVAE-GAN Based Approach for Unsupervised Time Series Anomaly Detection8 Jan 2021 0 repositories listed
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Anomaly detection in dynamical systems from measured time series1 Jan 2021 0 repositories listed
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Reconstruct Anomaly to Normal: Adversarial Learned and Latent Vector-constrained Autoencoder for Time-series Anomaly Detection14 Oct 2020 0 repositories listed
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Automated Model Selection for Time-Series Anomaly Detection25 Aug 2020 0 repositories listed
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Improving Robustness on Seasonality-Heavy Multivariate Time Series Anomaly Detection25 Jul 2020 0 repositories listed
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ReRe: A Lightweight Real-time Ready-to-Go Anomaly Detection Approach for Time Series5 Apr 2020 0 repositories listed
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Anomaly Detection in Univariate Time-series: A Survey on the State-of-the-Art1 Apr 2020 0 repositories listed
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RobustTAD: Robust Time Series Anomaly Detection via Decomposition and Convolutional Neural Networks21 Feb 2020 0 repositories listed
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Ensemble Grammar Induction For Detecting Anomalies in Time Series29 Jan 2020 0 repositories listed
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RSM-GAN: A Convolutional Recurrent GAN for Anomaly Detection in Contaminated Seasonal Multivariate Time Series16 Nov 2019 0 repositories listed
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Warping Resilient Scalable Anomaly Detection in Time Series12 Jun 2019 0 repositories listed
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Time Series Anomaly Detection Using Convolutional Neural Networks and Transfer Learning31 May 2019 0 repositories listed
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Devil in the Detail: Attack Scenarios in Industrial Applications24 May 2019 0 repositories listed
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Feedforward Neural Network for Time Series Anomaly Detection20 Dec 2018 0 repositories listed
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Towards Experienced Anomaly Detector through Reinforcement Learning29 Apr 2018 0 repositories listed
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Greenhouse: A Zero-Positive Machine Learning System for Time-Series Anomaly Detection9 Jan 2018 0 repositories listed
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Time Series Anomaly Detection; Detection of anomalous drops with limited features and sparse examples in noisy highly periodic data11 Aug 2017 0 repositories listed