Browse State-of-the-Art › Time Series Anomaly Detection › Papers, page 2

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 2 of 3: papers 101 to 200 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.

• Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection
  25 Jul 2022 1 repository listed Syntology official (archive's flag): 11 ran · 11 ran (of which 0 constructed an object rather than computing a result; 11 with no instrument failure: 0 honoured, 0 violated, 11 with no contract checked; 0 where Syntology's instrument failed) · 3 unverified (of 14 harvested samples)
• Deep Contrastive One-Class Time Series Anomaly Detection
  4 Jul 2022 1 repository listed
• Multivariate Time Series Anomaly Detection with Few Positive Samples
  2 Jul 2022 1 repository listed
• Local Evaluation of Time Series Anomaly Detection Algorithms
  27 Jun 2022 1 repository listed Syntology official (archive's flag): 9 ran · 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 9 harvested samples) · 9 pointer-only (licence)
• MOSPAT: AutoML based Model Selection and Parameter Tuning for Time Series Anomaly Detection
  24 May 2022 1 repository listed
• A Subspace Method for Time Series Anomaly Detection in Cyber-Physical Systems
  20 May 2022 1 repository listed
• Time Series Anomaly Detection via Reinforcement Learning-Based Model Selection
  19 May 2022 1 repository listed
• MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series
  4 May 2022 1 repository listed
• HYDRA: Competing convolutional kernels for fast and accurate time series classification
  25 Mar 2022 1 repository listed
• Deep Generative model with Hierarchical Latent Factors for Time Series Anomaly Detection
  15 Feb 2022 1 repository listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 9 harvested samples)
• Time Series Anomaly Detection by Cumulative Radon Features
  8 Feb 2022 1 repository listed
• Time-Series Anomaly Detection with Implicit Neural Representation
  28 Jan 2022 1 repository listed
• Monte Carlo EM for Deep Time Series Anomaly Detection
  29 Dec 2021 1 repository listed Syntology 9 ran (of which 0 constructed an object rather than computing a result; 9 with no instrument failure: 0 honoured, 0 violated, 9 with no contract checked; 0 where Syntology's instrument failed) · 4 unverified (of 13 harvested samples)
• Learning Graph Neural Networks for Multivariate Time Series Anomaly Detection
  15 Nov 2021 1 repository listed
• An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series
  23 Sep 2021 1 repository listed Syntology official (archive's flag): 7 ran · 7 ran (of which 0 constructed an object rather than computing a result; 7 with no instrument failure: 0 honoured, 0 violated, 7 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 7 harvested samples)
• Towards a Rigorous Evaluation of Time-series Anomaly Detection
  11 Sep 2021 1 repository listed Syntology official (archive's flag): 1 ran · 1 ran (of which 0 constructed an object rather than computing a result; 0 with no instrument failure: 0 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 1 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• Spliced Binned-Pareto Distribution for Robust Modeling of Heavy-tailed Time Series
  21 Jun 2021 1 repository listed
• Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering
  15 Jun 2021 1 repository listed Syntology official (archive's flag): 4 ran · 4 ran (of which 0 constructed an object rather than computing a result; 4 with no instrument failure: 0 honoured, 0 violated, 4 with no contract checked; 0 where Syntology's instrument failed) · 0 unverified (of 4 harvested samples)
• StackVAE-G: An efficient and interpretable model for time series anomaly detection
  18 May 2021 1 repository listed
• Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT
  8 Apr 2021 1 repository listed
• Current Time Series Anomaly Detection Benchmarks are Flawed and are Creating the Illusion of Progress
  29 Sep 2020 1 repository listed
• TAnoGAN: Time Series Anomaly Detection with Generative Adversarial Networks
  21 Aug 2020 1 repository listed
• Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network
  25 Jul 2019 1 repository listed
• VELC: A New Variational AutoEncoder Based Model for Time Series Anomaly Detection
  3 Jul 2019 1 repository listed Syntology 2 ran (of which 0 constructed an object rather than computing a result; 1 with no instrument failure: 1 honoured, 0 violated, 0 with no contract checked; 1 where Syntology's instrument failed) · 0 unverified (of 2 harvested samples) · 2 pointer-only (licence)
• WaveletAE: A Wavelet-enhanced Autoencoder for Wind Turbine Blade Icing Detection
  14 Feb 2019 1 repository listed
• RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series
  5 Dec 2018 1 repository listed Syntology 6 ran (of which 0 constructed an object rather than computing a result; 6 with no instrument failure: 0 honoured, 0 violated, 6 with no contract checked; 0 where Syntology's instrument failed) · 2 unverified (of 8 harvested samples)
• Long Short Term Memory Networks for Anomaly Detection in Time Series
  22 Apr 2015 1 repository listed
• Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series
  30 May 2025 0 repositories listed Syntology 4 ran (of which 3 constructed an object rather than computing a result; 4 with no instrument failure: 1 honoured, 0 violated, 3 with no contract checked; 0 where Syntology's instrument failed) · 1 unverified (of 5 harvested samples)
• Anomaly Detection for Non-stationary Time Series using Recurrent Wavelet Probabilistic Neural Network
  16 May 2025 0 repositories listed
• Enhancing Network Anomaly Detection with Quantum GANs and Successive Data Injection for Multivariate Time Series
  16 May 2025 0 repositories listed
• FreCT: Frequency-augmented Convolutional Transformer for Robust Time Series Anomaly Detection
  2 May 2025 0 repositories listed
• CICADA: Cross-Domain Interpretable Coding for Anomaly Detection and Adaptation in Multivariate Time Series
  1 May 2025 0 repositories listed
• Quantum Autoencoder for Multivariate Time Series Anomaly Detection
  24 Apr 2025 0 repositories listed
• DConAD: A Differencing-based Contrastive Representation Learning Framework for Time Series Anomaly Detection
  19 Apr 2025 0 repositories listed
• PatchTrAD: A Patch-Based Transformer focusing on Patch-Wise Reconstruction Error for Time Series Anomaly Detection
  10 Apr 2025 0 repositories listed
• AMAD: AutoMasked Attention for Unsupervised Multivariate Time Series Anomaly Detection
  9 Apr 2025 0 repositories listed
• iADCPS: Time Series Anomaly Detection for Evolving Cyber-physical Systems via Incremental Meta-learning
  6 Apr 2025 0 repositories listed
• VISTA: Unsupervised 2D Temporal Dependency Representations for Time Series Anomaly Detection
  3 Apr 2025 0 repositories listed
• Refining Time Series Anomaly Detectors using Large Language Models
  26 Mar 2025 0 repositories listed
• Multivariate Time Series Anomaly Detection in Industry 5.0
  20 Mar 2025 0 repositories listed
• Federated Koopman-Reservoir Learning for Large-Scale Multivariate Time-Series Anomaly Detection
  14 Mar 2025 0 repositories listed
• GenIAS: Generator for Instantiating Anomalies in time Series
  12 Feb 2025 0 repositories listed
• Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models
  24 Jan 2025 0 repositories listed
• GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality
  23 Jan 2025 0 repositories listed
• Synergizing Large Language Models and Task-specific Models for Time Series Anomaly Detection
  10 Jan 2025 0 repositories listed
• Counterfactual Explanation for Auto-Encoder Based Time-Series Anomaly Detection
  3 Jan 2025 0 repositories listed
• Graph Mixture of Experts and Memory-augmented Routers for Multivariate Time Series Anomaly Detection
  26 Dec 2024 0 repositories listed
• A New Perspective on Time Series Anomaly Detection: Faster Patch-based Broad Learning System
  7 Dec 2024 0 repositories listed
• From CNN to CNN + RNN: Adapting Visualization Techniques for Time-Series Anomaly Detection
  7 Nov 2024 0 repositories listed
• Enhanced Real-Time Threat Detection in 5G Networks: A Self-Attention RNN Autoencoder Approach for Spectral Intrusion Analysis
  5 Nov 2024 0 repositories listed
• Advancing Cyber-Attack Detection in Power Systems: A Comparative Study of Machine Learning and Graph Neural Network Approaches
  4 Nov 2024 0 repositories listed
• See it, Think it, Sorted: Large Multimodal Models are Few-shot Time Series Anomaly Analyzers
  4 Nov 2024 0 repositories listed
• Hypergraph-based multi-scale spatio-temporal graph convolution network for Time-Series anomaly detection
  29 Oct 2024 0 repositories listed
• MultiRC: Joint Learning for Time Series Anomaly Prediction and Detection with Multi-scale Reconstructive Contrast
  21 Oct 2024 0 repositories listed
• Applying Quantum Autoencoders for Time Series Anomaly Detection
  5 Oct 2024 0 repositories listed
• Matrix Profile for Anomaly Detection on Multidimensional Time Series
  14 Sep 2024 0 repositories listed
• Training-Free Time-Series Anomaly Detection: Leveraging Image Foundation Models
  27 Aug 2024 0 repositories listed
• Unveiling the Flaws: A Critical Analysis of Initialization Effect on Time Series Anomaly Detection
  13 Aug 2024 0 repositories listed
• Online Model-based Anomaly Detection in Multivariate Time Series: Taxonomy, Survey, Research Challenges and Future Directions
  7 Aug 2024 0 repositories listed
• Can LLMs Serve As Time Series Anomaly Detectors?
  6 Aug 2024 0 repositories listed
• Time Series Anomaly Detection with CNN for Environmental Sensors in Healthcare-IoT
  30 Jul 2024 0 repositories listed
• Impact of Recurrent Neural Networks and Deep Learning Frameworks on Real-time Lightweight Time Series Anomaly Detection
  26 Jul 2024 0 repositories listed
• Self-Supervised Time-Series Anomaly Detection Using Learnable Data Augmentation
  18 Jun 2024 0 repositories listed
• Chimera: Effectively Modeling Multivariate Time Series with 2-Dimensional State Space Models
  6 Jun 2024 0 repositories listed
• Large Language Models can Deliver Accurate and Interpretable Time Series Anomaly Detection
  24 May 2024 0 repositories listed
• Towards a General Time Series Anomaly Detector with Adaptive Bottlenecks and Dual Adversarial Decoders
  24 May 2024 0 repositories listed
• A Reliable Framework for Human-in-the-Loop Anomaly Detection in Time Series
  6 May 2024 0 repositories listed
• Warped Time Series Anomaly Detection
  18 Apr 2024 0 repositories listed
• Fault Detection in Mobile Networks Using Diffusion Models
  14 Apr 2024 0 repositories listed
• Towards efficient deep autoencoders for multivariate time series anomaly detection
  4 Mar 2024 0 repositories listed
• Unsupervised Distance Metric Learning for Anomaly Detection Over Multivariate Time Series
  4 Mar 2024 0 repositories listed
• Understanding Time Series Anomaly State Detection through One-Class Classification
  3 Feb 2024 0 repositories listed
• Large Language Model Guided Knowledge Distillation for Time Series Anomaly Detection
  26 Jan 2024 0 repositories listed
• Edge Conditional Node Update Graph Neural Network for Multi-variate Time Series Anomaly Detection
  25 Jan 2024 0 repositories listed
• DACR: Distribution-Augmented Contrastive Reconstruction for Time-Series Anomaly Detection
  20 Jan 2024 0 repositories listed
• PUPAE: Intuitive and Actionable Explanations for Time Series Anomalies
  16 Jan 2024 0 repositories listed
• Graph Spatiotemporal Process for Multivariate Time Series Anomaly Detection with Missing Values
  11 Jan 2024 0 repositories listed
• Weakly Augmented Variational Autoencoder in Time Series Anomaly Detection
  7 Jan 2024 0 repositories listed
• Attention and Autoencoder Hybrid Model for Unsupervised Online Anomaly Detection
  6 Jan 2024 0 repositories listed
• Learning Multi-Pattern Normalities in the Frequency Domain for Efficient Time Series Anomaly Detection
  26 Nov 2023 0 repositories listed
• k-Parameter Approach for False In-Season Anomaly Suppression in Daily Time Series Anomaly Detection
  10 Nov 2023 0 repositories listed
• Sketching Multidimensional Time Series for Fast Discord Mining
  5 Nov 2023 0 repositories listed
• Few-shot time-series anomaly detection with unsupervised domain adaptation
  1 Nov 2023 0 repositories listed
• Open-Set Multivariate Time-Series Anomaly Detection
  18 Oct 2023 0 repositories listed
• MST-GAT: A Multimodal Spatial-Temporal Graph Attention Network for Time Series Anomaly Detection
  17 Oct 2023 0 repositories listed
• DDMT: Denoising Diffusion Mask Transformer Models for Multivariate Time Series Anomaly Detection
  13 Oct 2023 0 repositories listed
• LARA: A Light and Anti-overfitting Retraining Approach for Unsupervised Time Series Anomaly Detection
  9 Oct 2023 0 repositories listed
• Successive Data Injection in Conditional Quantum GAN Applied to Time Series Anomaly Detection
  8 Oct 2023 0 repositories listed
• Algorithmic Recourse for Anomaly Detection in Multivariate Time Series
  28 Sep 2023 0 repositories listed
• Generative Pre-Training of Time-Series Data for Unsupervised Fault Detection in Semiconductor Manufacturing
  20 Sep 2023 0 repositories listed
• MadSGM: Multivariate Anomaly Detection with Score-based Generative Models
  29 Aug 2023 0 repositories listed
• Low-count Time Series Anomaly Detection
  24 Aug 2023 0 repositories listed
• Contaminated Multivariate Time-Series Anomaly Detection with Spatio-Temporal Graph Conditional Diffusion Models
  24 Aug 2023 0 repositories listed
• ALGAN: Time Series Anomaly Detection with Adjusted-LSTM GAN
  13 Aug 2023 0 repositories listed
• A Survey of Time Series Anomaly Detection Methods in the AIOps Domain
  1 Aug 2023 0 repositories listed
• Refining the Optimization Target for Automatic Univariate Time Series Anomaly Detection in Monitoring Services
  20 Jul 2023 0 repositories listed
• A Comprehensive Survey of Deep Transfer Learning for Anomaly Detection in Industrial Time Series: Methods, Applications, and Directions
  11 Jul 2023 0 repositories listed
• Prototypes as Explanation for Time Series Anomaly Detection
  4 Jul 2023 0 repositories listed
• Coupled Attention Networks for Multivariate Time Series Anomaly Detection
  12 Jun 2023 0 repositories listed
• AD-NEV: A Scalable Multi-level Neuroevolution Framework for Multivariate Anomaly Detection
  25 May 2023 0 repositories listed

Syntology lines on 10 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced; each line links to that paper's sample list. Syntology's record for this page has not changed since 2026-09-28, the first build that kept a record date for it; when this build read Syntology's graph is in the build record. For agents: get_harvested_code_for_paper(arxiv_id) lists each paper's samples; how to connect.