| Deep learning for spatio-temporal forecasting -- application to solar energy | May 7, 2022 | Deep LearningSpatio-Temporal Forecasting | —Unverified | 0 |
| Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention | Apr 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| AZ-whiteness test: a test for uncorrelated noise on spatio-temporal graphs | Apr 23, 2022 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 0 |
| Learning the Dynamics of Physical Systems from Sparse Observations with Finite Element Networks | Mar 16, 2022 | Graph Neural NetworkInterpretability Techniques for Deep Learning | CodeCode Available | 1 |
| On the importance of stationarity, strong baselines and benchmarks in transport prediction problems | Mar 6, 2022 | Deep LearningSpatio-Temporal Forecasting | CodeCode Available | 0 |
| Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities | Feb 8, 2022 | Domain AdaptationGraph Mining | CodeCode Available | 1 |
| HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting | Jan 22, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 |
| Graph Neural Controlled Differential Equations for Traffic Forecasting | Dec 7, 2021 | Spatio-Temporal ForecastingTime Series Forecasting | CodeCode Available | 1 |
| LibCity: An Open Library for Traffic Prediction | Nov 4, 2021 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 2 |
| Spatio-temporal Parking Behaviour Forecasting and Analysis Before and During COVID-19 | Aug 15, 2021 | Demand ForecastingEpidemiology | —Unverified | 0 |
| Physics-Coupled Spatio-Temporal Active Learning for Dynamical Systems | Aug 11, 2021 | Active LearningSpatio-Temporal Forecasting | —Unverified | 0 |
| Deep Spatio-Temporal Forecasting of Electrical Vehicle Charging Demand | Jun 21, 2021 | Demand ForecastingSpatio-Temporal Forecasting | CodeCode Available | 1 |
| RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting | Jun 10, 2021 | Bayesian InferenceSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | Jun 9, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 |
| SG-PALM: a Fast Physically Interpretable Tensor Graphical Model | May 26, 2021 | Spatio-Temporal Forecasting | CodeCode Available | 0 |
| Conditional Local Convolution for Spatio-temporal Meteorological Forecasting | Jan 4, 2021 | Spatio-Temporal ForecastingWeather Forecasting | CodeCode Available | 1 |
| Gated Ensemble of Spatio-temporal Mixture of Experts for Multi-task Learning in Ride-hailing System | Dec 31, 2020 | Mixture-of-ExpertsMulti-Task Learning | —Unverified | 0 |
| Enhanced spatio-temporal electric load forecasts using less data with active deep learning | Dec 8, 2020 | Active LearningBIG-bench Machine Learning | CodeCode Available | 1 |
| Graph Neural Networks for Improved El Niño Forecasting | Dec 2, 2020 | Deep LearningMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Spatio-Temporal Forecasting With Gridded Remote Sensing Data Using Feed-Backward Decoding | Nov 1, 2020 | Spatio-Temporal Forecasting | —Unverified | 0 |
| Examining Deep Learning Models with Multiple Data Sources for COVID-19 Forecasting | Oct 27, 2020 | ClusteringDeep Learning | —Unverified | 0 |
| A data-driven approach to the forecasting of ground-level ozone concentration | Oct 14, 2020 | Feature Importancefeature selection | —Unverified | 0 |
| Multivariate Time-series Anomaly Detection via Graph Attention Network | Sep 4, 2020 | Anomaly DetectionGraph Attention | CodeCode Available | 1 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 |
| Bridging the Gap Between Training and Inference for Spatio-Temporal Forecasting | May 19, 2020 | Spatio-Temporal Forecasting | —Unverified | 0 |