| KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks | Nov 1, 2024 | Anomaly DetectionKolmogorov-Arnold Networks | CodeCode Available | 1 |
| DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series | Apr 17, 2024 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| 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 |
| SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly Detection | May 18, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Label-Free Multivariate Time Series Anomaly Detection | Dec 17, 2023 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| Explainable Time Series Anomaly Detection using Masked Latent Generative Modeling | Nov 21, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Deep Learning for Time Series Anomaly Detection: A Survey | Nov 9, 2022 | Anomaly DetectionDeep Learning | CodeCode Available | 1 |
| Deep and Confident Prediction for Time Series at Uber | Sep 6, 2017 | Anomaly DetectionPrediction | CodeCode Available | 1 |
| Time-Series Anomaly Detection Service at Microsoft | Jun 10, 2019 | Anomaly DetectionSaliency Detection | CodeCode Available | 1 |
| Time Series Anomaly Detection using Diffusion-based Models | Nov 2, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| BeliefPPG: Uncertainty-aware Heart Rate Estimation from PPG signals via Belief Propagation | Jun 13, 2023 | Heart rate estimationPhotoplethysmography (PPG) heart rate estimation | CodeCode Available | 1 |
| Time-Series Anomaly Detection with Implicit Neural Representation | Jan 28, 2022 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| An Evaluation of Anomaly Detection and Diagnosis in Multivariate Time Series | Sep 23, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Deep Generative model with Hierarchical Latent Factors for Time Series Anomaly Detection | Feb 15, 2022 | Anomaly DetectionMissing Values | CodeCode Available | 1 |
| Entropy Causal Graphs for Multivariate Time Series Anomaly Detection | Dec 15, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| DEGAN: Time Series Anomaly Detection using Generative Adversarial Network Discriminators and Density Estimation | Oct 5, 2022 | Anomaly DetectionDensity Estimation | CodeCode Available | 1 |
| AA-Forecast: Anomaly-Aware Forecast for Extreme Events | Aug 21, 2022 | Anomaly ForecastingMultivariate Time Series Forecasting | CodeCode Available | 1 |
| F-SE-LSTM: A Time Series Anomaly Detection Method with Frequency Domain Information | Dec 3, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| HYDRA: Competing convolutional kernels for fast and accurate time series classification | Mar 25, 2022 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| ImDiffusion: Imputed Diffusion Models for Multivariate Time Series Anomaly Detection | Jul 3, 2023 | Anomaly DetectionImputation | CodeCode Available | 1 |
| FedTADBench: Federated Time-Series Anomaly Detection Benchmark | Dec 19, 2022 | Anomaly DetectionFederated Learning | CodeCode Available | 1 |
| MAD: Self-Supervised Masked Anomaly Detection Task for Multivariate Time Series | May 4, 2022 | Anomaly DetectionSelf-Supervised Learning | CodeCode Available | 1 |
| AnomalyBERT: Self-Supervised Transformer for Time Series Anomaly Detection using Data Degradation Scheme | May 8, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Learning Graph Structures with Transformer for Multivariate Time Series Anomaly Detection in IoT | Apr 8, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| PatchAD: A Lightweight Patch-based MLP-Mixer for Time Series Anomaly Detection | Jan 18, 2024 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
