| 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 |
| Probabilistic sequential matrix factorization | Oct 9, 2019 | ImputationMultivariate Time Series Forecasting | CodeCode Available | 0 |
| Latent ODEs for Irregularly-Sampled Time Series | Jul 8, 2019 | Multivariate Time Series ForecastingMultivariate Time Series Imputation | CodeCode Available | 1 |
| Probabilistic Forecasting with Temporal Convolutional Neural Network | Jun 11, 2019 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 3 |
| GRU-ODE-Bayes: Continuous modeling of sporadically-observed time series | May 29, 2019 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting | May 24, 2019 | Demand ForecastingGraph-to-Sequence | CodeCode Available | 0 |
| A Bayesian Monte Carlo approach for predicting the spread of infectious diseases | Apr 26, 2019 | Bayesian InferenceDisease Prediction | CodeCode Available | 0 |
| Temporal Pattern Attention for Multivariate Time Series Forecasting | Sep 12, 2018 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 0 |
| A Memory-Network Based Solution for Multivariate Time-Series Forecasting | Sep 6, 2018 | Multivariate Time Series ForecastingQuestion Answering | CodeCode Available | 0 |
| Deep Learning for Epidemiological Predictions | Jul 21, 2018 | Deep LearningEpidemiology | —Unverified | 0 |
| Neural Ordinary Differential Equations | Jun 19, 2018 | Multivariate Time Series ForecastingMultivariate Time Series Imputation | CodeCode Available | 3 |
| BRITS: Bidirectional Recurrent Imputation for Time Series | May 27, 2018 | General ClassificationImputation | CodeCode Available | 0 |
| R2N2: Residual Recurrent Neural Networks for Multivariate Time Series Forecasting | Sep 10, 2017 | Multivariate Time Series ForecastingTime Series | —Unverified | 0 |
| Patient Subtyping via Time-Aware LSTM Networks | Aug 13, 2017 | Multivariate Time Series Forecasting | CodeCode Available | 0 |
| Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting | Jul 6, 2017 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 1 |
| DeepAR: Probabilistic Forecasting with Autoregressive Recurrent Networks | Apr 13, 2017 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 2 |
| Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks | Mar 21, 2017 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Predictive Business Process Monitoring with LSTM Neural Networks | Dec 7, 2016 | Multivariate Time Series ForecastingPredictive Process Monitoring | CodeCode Available | 0 |
| Structured Inference Networks for Nonlinear State Space Models | Sep 30, 2016 | Multivariate Time Series ForecastingState Space Models | CodeCode Available | 0 |
| Recurrent Neural Networks for Multivariate Time Series with Missing Values | Jun 6, 2016 | ImputationMissing Values | CodeCode Available | 1 |
| MIMIC-III, a freely accessible critical care database | May 24, 2016 | Blood pressure estimationData Integration | CodeCode Available | 0 |
