| Can Multimodal LLMs Perform Time Series Anomaly Detection? | Feb 25, 2025 | Anomaly DetectionIrregular Time Series | CodeCode Available | 1 |
| dtaianomaly: A Python library for time series anomaly detection | Feb 20, 2025 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| VUS: Effective and Efficient Accuracy Measures for Time-Series Anomaly Detection | Feb 18, 2025 | Anomaly DetectionInformation Retrieval | CodeCode Available | 2 |
| GenIAS: Generator for Instantiating Anomalies in time Series | Feb 12, 2025 | Anomaly DetectionDiversity | —Unverified | 0 |
| MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series | Feb 11, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| Federated Learning with Reservoir State Analysis for Time Series Anomaly Detection | Feb 8, 2025 | Anomaly DetectionComputational Efficiency | CodeCode Available | 0 |
| GDformer: Going Beyond Subsequence Isolation for Multivariate Time Series Anomaly Detection | Jan 30, 2025 | Anomaly DetectionTime Series | CodeCode Available | 0 |
| A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges | Jan 25, 2025 | Anomaly DetectionDiversity | CodeCode Available | 1 |
| Argos: Agentic Time-Series Anomaly Detection with Autonomous Rule Generation via Large Language Models | Jan 24, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |
| GCAD: Anomaly Detection in Multivariate Time Series from the Perspective of Granger Causality | Jan 23, 2025 | Anomaly DetectionTime Series | —Unverified | 0 |