| A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges | Jan 25, 2025 | Anomaly DetectionDiversity | CodeCode Available | 1 | 5 |
| MEMTO: Memory-guided Transformer for Multivariate Time Series Anomaly Detection | Dec 5, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels | Jan 21, 2025 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Generative Adversarial Network with Soft-Dynamic Time Warping and Parallel Reconstruction for Energy Time Series Anomaly Detection | Feb 22, 2024 | Anomaly DetectionDynamic Time Warping | CodeCode Available | 1 | 5 |
| Multivariate Time-series Anomaly Detection via Graph Attention Network | Sep 4, 2020 | Anomaly DetectionGraph Attention | CodeCode Available | 1 | 5 |
| Learning Graph Neural Networks for Multivariate Time Series Anomaly Detection | Nov 15, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Deep Learning for Time Series Anomaly Detection: A Survey | Nov 9, 2022 | Anomaly DetectionDeep Learning | CodeCode Available | 1 | 5 |
| Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT | Apr 8, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Entropy Causal Graphs for Multivariate Time Series Anomaly Detection | Dec 15, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| CARLA: Self-supervised Contrastive Representation Learning for Time Series Anomaly Detection | Aug 18, 2023 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| Label-Free Multivariate Time Series Anomaly Detection | Dec 17, 2023 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 | 5 |
| Local Evaluation of Time Series Anomaly Detection Algorithms | Jun 27, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Can Multimodal LLMs Perform Time Series Anomaly Detection? | Feb 25, 2025 | Anomaly DetectionIrregular Time Series | CodeCode Available | 1 | 5 |
| Can LLMs Understand Time Series Anomalies? | Oct 7, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Anomaly Detection for Time Series Using VAE-LSTM Hybrid Model | Apr 9, 2020 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Deep Generative model with Hierarchical Latent Factors for Time Series Anomaly Detection | Feb 15, 2022 | Anomaly DetectionMissing Values | CodeCode Available | 1 | 5 |
| Deep Contrastive One-Class Time Series Anomaly Detection | Jul 4, 2022 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
| AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme | May 8, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density Estimation | Oct 5, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 | 5 |
| Calibrated One-class Classification for Unsupervised Time Series Anomaly Detection | Jul 25, 2022 | Anomaly DetectionOne-Class Classification | CodeCode Available | 1 | 5 |
| ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection | Jul 3, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 | 5 |
| Correlation-aware Spatial-Temporal Graph Learning for Multivariate Time-series Anomaly Detection | Jul 17, 2023 | Anomaly DetectionGraph Learning | CodeCode Available | 1 | 5 |
| An Unsupervised Short- and Long-Term Mask Representation for Multivariate Time Series Anomaly Detection | Aug 19, 2022 | Anomaly DetectionRepresentation Learning | CodeCode Available | 1 | 5 |
| Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling | Nov 21, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series | Apr 17, 2024 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 | 5 |
