| Multi-Scale Adaptive Graph Neural Network for Multivariate Time Series Forecasting | Jan 13, 2022 | Graph LearningGraph Neural Network | CodeCode Available | 1 |
| A Statistics and Deep Learning Hybrid Method for Multivariate Time Series Forecasting and Mortality Modeling | Dec 16, 2021 | Multivariate Time Series ForecastingPrediction Intervals | CodeCode Available | 1 |
| Scale-Aware Neural Architecture Search for Multivariate Time Series Forecasting | Dec 14, 2021 | Graph LearningMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Dynamic Graph Learning-Neural Network for Multivariate Time Series Modeling | Dec 6, 2021 | Graph LearningInductive Bias | CodeCode Available | 1 |
| Neural Flows: Efficient Alternative to Neural ODEs | Oct 25, 2021 | Computational EfficiencyDensity Estimation | CodeCode Available | 1 |
| Long-Range Transformers for Dynamic Spatiotemporal Forecasting | Sep 24, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Temporal Convolutional Attention Neural Networks for Time Series Forecasting | Sep 23, 2021 | Multivariate Time Series ForecastingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| Instance-wise Graph-based Framework for Multivariate Time Series Forecasting | Sep 14, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Long-term series forecasting with Query Selector -- efficient model of sparse attention | Jul 19, 2021 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Recurrent Trend Predictive Neural Network for Multi-Sensor Fire Detection | Jun 10, 2021 | Fire DetectionMultivariate Time Series Forecasting | CodeCode Available | 1 |