| TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data | Feb 22, 2025 | Bayesian InferenceFew-Shot Learning | CodeCode Available | 1 |
| Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning | Feb 21, 2025 | Contrastive LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| IMTS-Mixer: Mixer-Networks for Irregular Multivariate Time Series Forecasting | Feb 17, 2025 | Computational EfficiencyMissing Values | —Unverified | 0 |
| A Comprehensive Survey of Deep Learning for Multivariate Time Series Forecasting: A Channel Strategy Perspective | Feb 15, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| AdaPTS: Adapting Univariate Foundation Models to Probabilistic Multivariate Time Series Forecasting | Feb 14, 2025 | Multivariate Time Series ForecastingRepresentation Learning | CodeCode Available | 1 |
| HDT: Hierarchical Discrete Transformer for Multivariate Time Series Forecasting | Feb 12, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Physiome-ODE: A Benchmark for Irregularly Sampled Multivariate Time Series Forecasting Based on Biological ODEs | Feb 11, 2025 | Missing ValuesMultivariate Time Series Forecasting | —Unverified | 0 |
| VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting | Jan 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| FreEformer: Frequency Enhanced Transformer for Multivariate Time Series Forecasting | Jan 23, 2025 | DiversityMultivariate Time Series Forecasting | CodeCode Available | 1 |
| STTS-EAD: Improving Spatio-Temporal Learning Based Time Series Prediction via | Jan 14, 2025 | Anomaly DetectionMultivariate Time Series Forecasting | —Unverified | 0 |
