| Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting | Aug 10, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 2 |
| Pre-training Enhanced Spatial-temporal Graph Neural Network for Multivariate Time Series Forecasting | Jun 18, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 2 |
| LibCity: An Open Library for Traffic Prediction | Nov 4, 2021 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 2 |
| Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting | Jan 28, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| FlowDB a large scale precipitation, river, and flash flood dataset | Dec 21, 2020 | Multivariate Time Series Forecasting | CodeCode Available | 2 |
| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks | Apr 13, 2017 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| FilterTS: Comprehensive Frequency Filtering for Multivariate Time Series Forecasting | May 7, 2025 | Computational EfficiencyMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Gateformer: Advancing Multivariate Time Series Forecasting through Temporal and Variate-Wise Attention with Gated Representations | May 1, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation | Apr 26, 2025 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 |
