| Log Neural Controlled Differential Equations: The Lie Brackets Make a Difference | Feb 28, 2024 | MambaTime Series | CodeCode Available | 1 |
| Generative Pretrained Hierarchical Transformer for Time Series Forecasting | Feb 26, 2024 | Few-Shot LearningTime Series | 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 |
| DiffPLF: A Conditional Diffusion Model for Probabilistic Forecasting of EV Charging Load | Feb 21, 2024 | DenoisingLoad Forecasting | CodeCode Available | 1 |
| E2USD: Efficient-yet-effective Unsupervised State Detection for Multivariate Time Series | Feb 21, 2024 | Contrastive LearningTime Series | CodeCode Available | 1 |
| Attractor Memory for Long-Term Time Series Forecasting: A Chaos Perspective | Feb 18, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Time Series Forecasting with LLMs: Understanding and Enhancing Model Capabilities | Feb 16, 2024 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Parametric Augmentation for Time Series Contrastive Learning | Feb 16, 2024 | Contrastive LearningData Augmentation | CodeCode Available | 1 |
| Graph-based Forecasting with Missing Data through Spatiotemporal Downsampling | Feb 16, 2024 | Missing ValuesTime Series | CodeCode Available | 1 |
| MTSA-SNN: A Multi-modal Time Series Analysis Model Based on Spiking Neural Network | Feb 8, 2024 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
