| CAIFormer: A Causal Informed Transformer for Multivariate Time Series Forecasting | May 22, 2025 | AllMultivariate Time Series Forecasting | —Unverified | 0 |
| Nearest Neighbor Multivariate Time Series Forecasting | May 16, 2025 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models | May 13, 2025 | MambaMultivariate Time Series Forecasting | —Unverified | 0 |
| Accurate and Efficient Multivariate Time Series Forecasting via Offline Clustering | May 9, 2025 | ClusteringMultivariate 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 |
| SCFormer: Structured Channel-wise Transformer with Cumulative Historical State for Multivariate Time Series Forecasting | May 5, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing | May 2, 2025 | GPUMultivariate Time Series Forecasting | —Unverified | 0 |
| Temporal Attention Evolutional Graph Convolutional Network for Multivariate Time Series Forecasting | May 1, 2025 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 |
| Unlocking the Potential of Linear Networks for Irregular Multivariate Time Series Forecasting | May 1, 2025 | Missing ValuesMultivariate Time Series Forecasting | —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 |
