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| Can Slow-thinking LLMs Reason Over Time? Empirical Studies in Time Series Forecasting | May 30, 2025 | Language ModelingLanguage Modelling | CodeCode Available | 1 |
| Timing is Important: Risk-aware Fund Allocation based on Time-Series Forecasting | May 30, 2025 | Time SeriesTime Series Forecasting | 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 |
| FreRA: A Frequency-Refined Augmentation for Contrastive Learning on Time Series Classification | May 29, 2025 | Anomaly DetectionContrastive Learning | CodeCode Available | 1 |
| CrossLinear: Plug-and-Play Cross-Correlation Embedding for Time Series Forecasting with Exogenous Variables | May 29, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| IMTS is Worth Time Channel Patches: Visual Masked Autoencoders for Irregular Multivariate Time Series Prediction | May 28, 2025 | Missing ValuesSelf-Supervised Learning | CodeCode Available | 1 |
| CMoS: Rethinking Time Series Prediction Through the Lens of Chunk-wise Spatial Correlations | May 25, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
| Breaking Silos: Adaptive Model Fusion Unlocks Better Time Series Forecasting | May 24, 2025 | Time SeriesTime Series Forecasting | CodeCode Available | 1 |
