| FACTS: A Factored State-Space Framework For World Modelling | Oct 28, 2024 | Multivariate Time Series ForecastingState Space Models | CodeCode Available | 1 |
| LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting | Oct 21, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| BACKTIME: Backdoor Attacks on Multivariate Time Series Forecasting | Oct 3, 2024 | EpidemiologyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Scalable Transformer for High Dimensional Multivariate Time Series Forecasting | Aug 8, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Revisiting Attention for Multivariate Time Series Forecasting | Jul 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting | Jun 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform | May 22, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting | May 19, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| CATS: Enhancing Multivariate Time Series Forecasting by Constructing Auxiliary Time Series as Exogenous Variables | Mar 4, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| FCDNet: Frequency-Guided Complementary Dependency Modeling for Multivariate Time-Series Forecasting | Dec 27, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Rethinking Urban Mobility Prediction: A Super-Multivariate Time Series Forecasting Approach | Dec 4, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting | Oct 15, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation | Sep 25, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Multi-scale Transformer Pyramid Networks for Multivariate Time Series Forecasting | Aug 23, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| LLM4TS: Aligning Pre-Trained LLMs as Data-Efficient Time-Series Forecasters | Aug 16, 2023 | ChatbotMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Multi-horizon short-term load forecasting using hybrid of LSTM and modified split convolution | Aug 15, 2023 | Data AblationLoad Forecasting | CodeCode Available | 1 |
| PETformer: Long-term Time Series Forecasting via Placeholder-enhanced Transformer | Aug 9, 2023 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| SageFormer: Series-Aware Framework for Long-term Multivariate Time Series Forecasting | Jul 4, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| PrimeNet: Pre-Training for Irregular Multivariate Time Series | Jun 26, 2023 | Contrastive LearningIrregular Time Series | CodeCode Available | 1 |
| A Joint Time-frequency Domain Transformer for Multivariate Time Series Forecasting | May 24, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting | May 22, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Forecasting Irregularly Sampled Time Series using Graphs | May 22, 2023 | AstronomyMissing Values | CodeCode Available | 1 |
| The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting | Apr 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| LightCTS: A Lightweight Framework for Correlated Time Series Forecasting | Feb 23, 2023 | Computational EfficiencyCorrelated Time Series Forecasting | CodeCode Available | 1 |
