| Time2Lang: Bridging Time-Series Foundation Models and Large Language Models for Health Sensing Beyond Prompting | Feb 11, 2025 | Time Series | CodeCode Available | 1 |
| MAAT: Mamba Adaptive Anomaly Transformer with association discrepancy for time series | Feb 11, 2025 | Anomaly DetectionAnomaly Localization | CodeCode Available | 1 |
| MedGNN: Towards Multi-resolution Spatiotemporal Graph Learning for Medical Time Series Classification | Feb 6, 2025 | Electrocardiography (ECG)Graph Learning | CodeCode Available | 1 |
| Error-quantified Conformal Inference for Time Series | Feb 2, 2025 | PredictionTime Series | CodeCode Available | 1 |
| SWIFT: Mapping Sub-series with Wavelet Decomposition Improves Time Series Forecasting | Jan 27, 2025 | Edge-computingTime Series | CodeCode Available | 1 |
| A Review on Self-Supervised Learning for Time Series Anomaly Detection: Recent Advances and Open Challenges | Jan 25, 2025 | Anomaly DetectionDiversity | CodeCode Available | 1 |
| FreqMoE: Enhancing Time Series Forecasting through Frequency Decomposition Mixture of Experts | Jan 25, 2025 | Mixture-of-ExpertsPrediction | CodeCode Available | 1 |
| VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting | Jan 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Time Series Embedding Methods for Classification Tasks: A Review | Jan 23, 2025 | Model SelectionTime Series | CodeCode Available | 1 |
| FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting | Jan 23, 2025 | DiversityMultivariate Time Series Forecasting | CodeCode Available | 1 |
