| DLFormer: Enhancing Explainability in Multivariate Time Series Forecasting using Distributed Lag Embedding | Aug 29, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Adversarial Attacks and Defenses in Multivariate Time-Series Forecasting for Smart and Connected Infrastructures | Aug 27, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting | Aug 20, 2024 | Multivariate Time Series ForecastingTemporal Sequences | CodeCode Available | 2 |
| Scalable Transformer for High Dimensional Multivariate Time Series Forecasting | Aug 8, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| FMamba: Mamba based on Fast-attention for Multivariate Time-series Forecasting | Jul 20, 2024 | MambaMultivariate Time Series Forecasting | —Unverified | 0 |
| Revisiting Attention for Multivariate Time Series Forecasting | Jul 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Robust Multivariate Time Series Forecasting against Intra- and Inter-Series Transitional Shift | Jul 18, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| SiamTST: A Novel Representation Learning Framework for Enhanced Multivariate Time Series Forecasting applied to Telco Networks | Jul 2, 2024 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 0 |
| SAGDFN: A Scalable Adaptive Graph Diffusion Forecasting Network for Multivariate Time Series Forecasting | Jun 18, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Analysing Multi-Task Regression via Random Matrix Theory with Application to Time Series Forecasting | Jun 14, 2024 | Hyperparameter OptimizationMulti-Task Learning | —Unverified | 0 |
