| 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 |
| Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels | Jan 3, 2024 | Computational EfficiencyDecoder | —Unverified | 0 |
| Spatiotemporal-Linear: Towards Universal Multivariate Time Series Forecasting | Dec 22, 2023 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting | Dec 11, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting | Dec 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Hierarchical Joint Graph Learning and Multivariate Time Series Forecasting | Nov 21, 2023 | Graph LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| TimeSQL: Improving Multivariate Time Series Forecasting with Multi-Scale Patching and Smooth Quadratic Loss | Nov 19, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| AutoMixer for Improved Multivariate Time-Series Forecasting on Business and IT Observability Data | Oct 31, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
