| From Images to Signals: Are Large Vision Models Useful for Time Series Analysis? | May 29, 2025 | Time SeriesTime Series Analysis | —Unverified | 0 |
| FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification | May 29, 2025 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| K^2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting | May 29, 2025 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| TimePoint: Accelerated Time Series Alignment via Self-Supervised Keypoint and Descriptor Learning | May 29, 2025 | Dynamic Time WarpingKeypoint Detection | CodeCode Available | 1 |
| TiRex: Zero-Shot Forecasting Across Long and Short Horizons with Enhanced In-Context Learning | May 29, 2025 | In-Context LearningState Space Models | CodeCode Available | 3 |
| Improving Time Series Forecasting via Instance-aware Post-hoc Revision | May 29, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Less is More: Unlocking Specialization of Time Series Foundation Models via Structured Pruning | May 29, 2025 | Time Series | —Unverified | 0 |
| CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables | May 29, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Trajectory Generator Matching for Time Series | May 29, 2025 | Time SeriesTime Series Generation | —Unverified | 0 |
| Towards Explainable Sequential Learning | May 29, 2025 | Time Series | —Unverified | 0 |
