| Spatio-Temporal Meta-Graph Learning for Traffic Forecasting | Nov 27, 2022 | DecoderGraph Learning | CodeCode Available | 1 | 5 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | Mar 13, 2021 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| SpectraNet: Multivariate Forecasting and Imputation under Distribution Shifts and Missing Data | Oct 22, 2022 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| StockEmotions: Discover Investor Emotions for Financial Sentiment Analysis and Multivariate Time Series | Jan 23, 2023 | Emotion ClassificationMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Temporal Convolutional Attention Neural Networks for Time Series Forecasting | Sep 23, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 1 | 5 |
| The Capacity and Robustness Trade-off: Revisiting the Channel Independent Strategy for Multivariate Time Series Forecasting | Apr 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| Ti-MAE: Self-Supervised Masked Time Series Autoencoders | Jan 21, 2023 | Contrastive LearningMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| TimeCHEAT: A Channel Harmony Strategy for Irregularly Sampled Multivariate Time Series Analysis | Dec 17, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| TimePFN: Effective Multivariate Time Series Forecasting with Synthetic Data | Feb 22, 2025 | Bayesian InferenceFew-Shot Learning | CodeCode Available | 1 | 5 |
| TSRM: A Lightweight Temporal Feature Encoding Architecture for Time Series Forecasting and Imputation | Apr 26, 2025 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| UniTime: A Language-Empowered Unified Model for Cross-Domain Time Series Forecasting | Oct 15, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| VarDrop: Enhancing Training Efficiency by Reducing Variate Redundancy in Periodic Time Series Forecasting | Jan 24, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| VCformer: Variable Correlation Transformer with Inherent Lagged Correlation for Multivariate Time Series Forecasting | May 19, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| WaveRoRA: Wavelet Rotary Route Attention for Multivariate Time Series Forecasting | Oct 30, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 | 5 |
| DCIts -- Deep Convolutional Interpreter for time series | Jan 8, 2025 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Towards Better Forecasting by Fusing Near and Distant Future Visions | Dec 11, 2019 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| Patient Subtyping via Time-Aware LSTM Networks | Aug 13, 2017 | Multivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| A Transformer Framework for Data Fusion and Multi-Task Learning in Smart Cities | Nov 18, 2022 | Computational EfficiencyHumanitarian | CodeCode Available | 0 | 5 |
| DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting | Nov 3, 2019 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| PDETime: Rethinking Long-Term Multivariate Time Series Forecasting from the perspective of partial differential equations | Feb 25, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| EDformer: Embedded Decomposition Transformer for Interpretable Multivariate Time Series Predictions | Dec 16, 2024 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Probabilistic sequential matrix factorization | Oct 9, 2019 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 0 | 5 |
| How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with Transformer | Oct 31, 2022 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
| Sparse Transformer with Local and Seasonal Adaptation for Multivariate Time Series Forecasting | Dec 11, 2023 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 | 5 |
