| Sub-Adjacent Transformer: Improving Time Series Anomaly Detection with Reconstruction Error from Sub-Adjacent Neighborhoods | Apr 27, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| VELC: A New Variational AutoEncoder Based Model for Time Series Anomaly Detection | Jul 3, 2019 | Anomaly DetectionDecoder | CodeCode Available | 0 | 5 |
| Infinite-dimensional Mahalanobis Distance with Applications to Kernelized Novelty Detection | Jul 16, 2024 | Anomaly DetectionNovelty Detection | CodeCode Available | 0 | 5 |
| From Chaos to Clarity: Time Series Anomaly Detection in Astronomical Observations | Mar 15, 2024 | Anomaly DetectionDecoder | CodeCode Available | 0 | 5 |
| ContextFlow++: Generalist-Specialist Flow-based Generative Models with Mixed-Variable Context Encoding | Jun 2, 2024 | Anomaly DetectionDensity Estimation | CodeCode Available | 0 | 5 |
| OIPR: Evaluation for Time-series Anomaly Detection Inspired by Operator Interest | Mar 3, 2025 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection | Feb 8, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 0 | 5 |
| PASTA: Neural Architecture Search for Anomaly Detection in Multivariate Time Series | Dec 9, 2024 | Anomaly DetectionNeural Architecture Search | CodeCode Available | 0 | 5 |
| QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective RAN KPI Forecasting | Jun 9, 2023 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| Multivariate Time Series Anomaly Detection: Fancy Algorithms and Flawed Evaluation Methodology | Aug 24, 2023 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| mTSBench: Benchmarking Multivariate Time Series Anomaly Detection and Model Selection at Scale | Jun 26, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 0 | 5 |
| Exploring the Influence of Dimensionality Reduction on Anomaly Detection Performance in Multivariate Time Series | Mar 7, 2024 | Anomaly DetectionDimensionality Reduction | CodeCode Available | 0 | 5 |
| Multivariate Time Series Anomaly Detection using DiffGAN Model | Jan 3, 2025 | Anomaly DetectionGenerative Adversarial Network | CodeCode Available | 0 | 5 |
| Navigating the Metric Maze: A Taxonomy of Evaluation Metrics for Anomaly Detection in Time Series | Mar 2, 2023 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| RESTAD: REconstruction and Similarity based Transformer for time series Anomaly Detection | May 13, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| A Deep Neural Network for Unsupervised Anomaly Detection and Diagnosis in Multivariate Time Series Data | Nov 20, 2018 | Anomaly DetectionDecoder | CodeCode Available | 0 | 5 |
| MIM-GAN-based Anomaly Detection for Multivariate Time Series Data | Oct 26, 2023 | Anomaly DetectionDiversity | CodeCode Available | 0 | 5 |
| Joint Selective State Space Model and Detrending for Robust Time Series Anomaly Detection | May 30, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| MIXAD: Memory-Induced Explainable Time Series Anomaly Detection | Oct 30, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| TSA on AutoPilot: Self-tuning Self-supervised Time Series Anomaly Detection | Apr 3, 2024 | Anomaly DetectionData Augmentation | CodeCode Available | 0 | 5 |
| Monte Carlo EM for Deep Time Series Anomaly Detection | Dec 29, 2021 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| TransNAS-TSAD: Harnessing Transformers for Multi-Objective Neural Architecture Search in Time Series Anomaly Detection | Nov 29, 2023 | Anomaly DetectionComputational Efficiency | CodeCode Available | 0 | 5 |
| Beyond Sharing: Conflict-Aware Multivariate Time Series Anomaly Detection | Aug 17, 2023 | Anomaly DetectionMixture-of-Experts | CodeCode Available | 0 | 5 |
| Dive into Time-Series Anomaly Detection: A Decade Review | Dec 29, 2024 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| Benchmarking Unsupervised Strategies for Anomaly Detection in Multivariate Time Series | Jun 25, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 0 | 5 |
