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| Deep Coupling Network For Multivariate Time Series Forecasting | Feb 23, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Revitalizing Multivariate Time Series Forecasting: Learnable Decomposition with Inter-Series Dependencies and Intra-Series Variations Modeling | Feb 20, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| Structural Knowledge Informed Continual Multivariate Time Series Forecasting | Feb 20, 2024 | Continual LearningGraph structure learning | —Unverified | 0 |
| Only the Curve Shape Matters: Training Foundation Models for Zero-Shot Multivariate Time Series Forecasting through Next Curve Shape Prediction | Feb 12, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Attention as Robust Representation for Time Series Forecasting | Feb 8, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Sparse-VQ Transformer: An FFN-Free Framework with Vector Quantization for Enhanced Time Series Forecasting | Feb 8, 2024 | Computational EfficiencyMultivariate Time Series Forecasting | —Unverified | 0 |
| Rethinking Channel Dependence for Multivariate Time Series Forecasting: Learning from Leading Indicators | Jan 31, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
