| Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting | Sep 18, 2020 | BIG-bench Machine LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| DisenTS: Disentangled Channel Evolving Pattern Modeling for Multivariate Time Series Forecasting | Oct 30, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version | Apr 28, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| SEED: A Structural Encoder for Embedding-Driven Decoding in Time Series Prediction with LLMs | Jun 25, 2025 | Language ModelingLanguage Modelling | —Unverified | 0 |
| Feature Optimization for Time Series Forecasting via Novel Randomized Uphill Climbing | May 2, 2025 | GPUMultivariate Time Series Forecasting | —Unverified | 0 |
| FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting | Jul 20, 2024 | MambaMultivariate Time Series Forecasting | —Unverified | 0 |
| ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks | May 28, 2024 | Multivariate Time Series ForecastingNode Regression | —Unverified | 0 |
| Sentinel: Multi-Patch Transformer with Temporal and Channel Attention for Time Series Forecasting | Mar 22, 2025 | DecoderMultivariate Time Series Forecasting | —Unverified | 0 |
| DGCformer: Deep Graph Clustering Transformer for Multivariate Time Series Forecasting | May 14, 2024 | ClusteringCollaborative Filtering | —Unverified | 0 |
| Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting | Dec 16, 2020 | Data AugmentationMultivariate Time Series Forecasting | —Unverified | 0 |
