| Spectral Temporal Graph Neural Network for Multivariate Time-series Forecasting | Mar 13, 2021 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting Models | Feb 10, 2021 | Inductive BiasMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Autoregressive Denoising Diffusion Models for Multivariate Probabilistic Time Series Forecasting | Jan 28, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting | Jan 25, 2021 | DecoderDeep Learning | —Unverified | 0 |
| Interpretable Multivariate Time Series Forecasting with Temporal Attention Convolutional Neural Networks | Jan 1, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| FlowDB a large scale precipitation, river, and flash flood dataset | Dec 21, 2020 | Multivariate Time Series Forecasting | CodeCode Available | 2 |
| Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting | Dec 16, 2020 | Data AugmentationMultivariate Time Series Forecasting | —Unverified | 0 |
| Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting | Dec 14, 2020 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Graph Neural Networks for Improved El Niño Forecasting | Dec 2, 2020 | Deep LearningMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Adversarial Sparse Transformer for Time Series Forecasting | Dec 1, 2020 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 1 |
| Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting | Sep 18, 2020 | BIG-bench Machine LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting | Sep 2, 2020 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| MTHetGNN: A Heterogeneous Graph Embedding Framework for Multivariate Time Series Forecasting | Aug 19, 2020 | Decision MakingGraph Embedding | —Unverified | 0 |
| Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting | Aug 18, 2020 | Decision MakingMulti-Task Learning | —Unverified | 0 |
| Attention Mechanism for Multivariate Time Series Recurrent Model Interpretability Applied to the Ironmaking Industry | Jul 15, 2020 | Deep LearningMultivariate Time Series Forecasting | —Unverified | 0 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| Low-Rank Autoregressive Tensor Completion for Multivariate Time Series Forecasting | Jun 18, 2020 | ImputationMissing Values | CodeCode Available | 1 |
| PECAIQR: A Model for Infectious Disease Applied to the Covid-19 Epidemic | Jun 17, 2020 | Multivariate Time Series ForecastingNumerical Integration | —Unverified | 0 |
| Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks | May 24, 2020 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN | May 3, 2020 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 0 |
| Multivariate Time Series Forecasting with Transfer Entropy Graph | May 3, 2020 | Causal InferenceDecision Making | CodeCode Available | 1 |
| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Towards Better Forecasting by Fusing Near and Distant Future Visions | Dec 11, 2019 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 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 |
| DSANet: Dual Self-Attention Network for Multivariate Time Series Forecasting | Nov 3, 2019 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
