| Anomaly Detection for Time Series Using VAE-LSTM Hybrid Model | Apr 9, 2020 | 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 |
| Entropy Causal Graphs for Multivariate Time Series Anomaly Detection | Dec 15, 2023 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Time Series Anomaly Detection for Cyber-Physical Systems via Neural System Identification and Bayesian Filtering | Jun 15, 2021 | Anomaly DetectionTime Series | CodeCode Available | 1 | 5 |
| Time Series Anomaly Detection via Reinforcement Learning-Based Model Selection | May 19, 2022 | Anomaly DetectionModel Selection | 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 |
| An Effective WGAN-based Anomaly Detection Model for loT Multivariate Time Series Published on Pacific-Asia Conference on Knowledge Discovery and Data Mining | May 27, 2023 | PredictionTime Series | CodeCode Available | 0 | 5 |
| DeepAnT: A Deep Learning Approach for Unsupervised Anomaly Detection in Time Series | Dec 19, 2018 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| Spliced Binned-Pareto Distribution for Robust Modeling of Heavy-tailed Time Series | Jun 21, 2021 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| A Subspace Method for Time Series Anomaly Detection in Cyber-Physical Systems | May 20, 2022 | 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 |
| DConAD: A Differencing-based Contrastive Representation Learning Framework for Time Series Anomaly Detection | Apr 19, 2025 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 | 5 |
| An Autoencoder Architecture for L-band Passive Microwave Retrieval of Landscape Freeze-Thaw Cycle | Jul 4, 2024 | Anomaly DetectionRetrieval | CodeCode Available | 0 | 5 |
| RoCA: Robust Contrastive One-class Time Series Anomaly Detection with Contaminated Data | Mar 24, 2025 | Anomaly DetectionContrastive Learning | CodeCode Available | 0 | 5 |
| StackVAE-G: An efficient and interpretable model for time series anomaly detection | May 18, 2021 | Anomaly DetectionGraph Learning | 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 |
| QBSD: Quartile-Based Seasonality Decomposition for Cost-Effective RAN KPI Forecasting | Jun 9, 2023 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| Robust Anomaly Detection for Multivariate Time Series through Stochastic Recurrent Neural Network | Jul 25, 2019 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection | Jan 30, 2025 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| Correlation-Driven Multi-Level Multimodal Learning for Anomaly Detection on Multiple Energy Sources | May 1, 2023 | Anomaly DetectionTime Series Anomaly Detection | 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 |
| RobustSTL: A Robust Seasonal-Trend Decomposition Algorithm for Long Time Series | Dec 5, 2018 | Anomaly DetectionTime Series | CodeCode Available | 0 | 5 |
| 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 |
| 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 |
