| A Deep-Unfolding Approach to RIS Phase Shift Optimization Via Transformer-Based Channel Prediction | Feb 25, 2025 | Multivariate Time Series ForecastingPrediction | —Unverified | 0 | 0 |
| Is Precise Recovery Necessary? A Task-Oriented Imputation Approach for Time Series Forecasting on Variable Subset | Nov 15, 2024 | Feature EngineeringImputation | —Unverified | 0 | 0 |
| Ister: Inverted Seasonal-Trend Decomposition Transformer for Explainable Multivariate Time Series Forecasting | Dec 25, 2024 | Computational EfficiencyMultivariate Time Series Forecasting | —Unverified | 0 | 0 |
| Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values | Nov 22, 2019 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 | 0 |
| Kernel-U-Net: Multivariate Time Series Forecasting using Custom Kernels | Jan 3, 2024 | Computational EfficiencyDecoder | —Unverified | 0 | 0 |
| LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting | Sep 2, 2020 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 | 0 |
| SPAT: Sensitivity-based Multihead-attention Pruning on Time Series Forecasting Models | May 13, 2025 | MambaMultivariate Time Series Forecasting | —Unverified | 0 | 0 |
| TwinS: Revisiting Non-Stationarity in Multivariate Time Series Forecasting | Jun 6, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 | 0 |
| Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures | Jul 4, 2022 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 | 0 |
| Deep Coupling Network For Multivariate Time Series Forecasting | Feb 23, 2024 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 | 0 |
