| CMamba: Channel Correlation Enhanced State Space Models for Multivariate Time Series Forecasting | Jun 8, 2024 | AttributeMamba | CodeCode Available | 1 |
| UniTST: Effectively Modeling Inter-Series and Intra-Series Dependencies for Multivariate Time Series Forecasting | Jun 7, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting | Jun 6, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| TimeCMA: Towards LLM-Empowered Multivariate Time Series Forecasting via Cross-Modality Alignment | Jun 3, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks | May 28, 2024 | Multivariate Time Series ForecastingNode Regression | —Unverified | 0 |
| MultiCast: Zero-Shot Multivariate Time Series Forecasting Using LLMs | May 23, 2024 | Multivariate Time Series ForecastingQuantization | —Unverified | 0 |
| Interpretable Multivariate Time Series Forecasting Using Neural Fourier Transform | May 22, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Bond Graphs for multi-physics informed Neural Networks for multi-variate time series | May 22, 2024 | Graph Neural NetworkInductive Bias | —Unverified | 0 |
| Unlocking the Power of Patch: Patch-Based MLP for Long-Term Time Series Forecasting | May 22, 2024 | AttributeMultivariate Time Series Forecasting | —Unverified | 0 |
| NFCL: Simply interpretable neural networks for a short-term multivariate forecasting | May 22, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
