| Noise-Resilient Point-wise Anomaly Detection in Time Series Using Weak Segment Labels | Jan 21, 2025 | Anomaly DetectionTime Series | 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 |
| TSINR: Capturing Temporal Continuity via Implicit Neural Representations for Time Series Anomaly Detection | Nov 18, 2024 | Anomaly DetectionLarge Language Model | CodeCode Available | 1 |
| KAN-AD: Time Series Anomaly Detection with Kolmogorov-Arnold Networks | Nov 1, 2024 | Anomaly DetectionKolmogorov-Arnold Networks | CodeCode Available | 1 |
| Can LLMs Understand Time Series Anomalies? | Oct 7, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Multivariate Time-Series Anomaly Detection based on Enhancing Graph Attention Networks with Topological Analysis | Aug 23, 2024 | Anomaly DetectionGraph Attention | CodeCode Available | 1 |
| Self-Supervised Spatial-Temporal Normality Learning for Time Series Anomaly Detection | Jun 28, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| PeFAD: A Parameter-Efficient Federated Framework for Time Series Anomaly Detection | Jun 4, 2024 | Federated LearningLarge Language Model | CodeCode Available | 1 |
| SimAD: A Simple Dissimilarity-based Approach for Time Series Anomaly Detection | May 18, 2024 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Position: Quo Vadis, Unsupervised Time Series Anomaly Detection? | May 4, 2024 | Anomaly DetectionBenchmarking | CodeCode Available | 1 |
