| Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures | Jul 4, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Deep Coupling Network For Multivariate Time Series Forecasting | Feb 23, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| UmambaTSF: A U-shaped Multi-Scale Long-Term Time Series Forecasting Method Using Mamba | Oct 15, 2024 | DecoderMamba | —Unverified | 0 |
| Stock Market Telepathy: Graph Neural Networks Predicting the Secret Conversations between MINT and G7 Countries | Jun 2, 2025 | Graph Neural NetworkMultivariate Time Series Forecasting | —Unverified | 0 |
| STRGCN: Capturing Asynchronous Spatio-Temporal Dependencies for Irregular Multivariate Time Series Forecasting | May 7, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| LSEAttention is All You Need for Time Series Forecasting | Oct 31, 2024 | AllMultivariate Time Series Forecasting | —Unverified | 0 |
| Structural Knowledge Informed Continual Multivariate Time Series Forecasting | Feb 20, 2024 | Continual LearningGraph structure learning | —Unverified | 0 |
| STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via | Jan 14, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | —Unverified | 0 |
| CSformer: Combining Channel Independence and Mixing for Robust Multivariate Time Series Forecasting | Dec 11, 2023 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| MMformer with Adaptive Transferable Attention: Advancing Multivariate Time Series Forecasting for Environmental Applications | Apr 18, 2025 | Meta-LearningMultivariate Time Series Forecasting | —Unverified | 0 |
