| Operator Learning with Neural Fields: Tackling PDEs on General Geometries | Jun 12, 2023 | Operator learningSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting | May 30, 2023 | Spatio-Temporal ForecastingTime Series Forecasting | CodeCode Available | 1 |
| Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting | May 16, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 |
| Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations | Feb 21, 2023 | Spatio-Temporal ForecastingTime Series Analysis | CodeCode Available | 1 |
| STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction | Sep 1, 2022 | Physics-informed machine learningSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Prediction-based One-shot Dynamic Parking Pricing | Aug 30, 2022 | PredictionSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 |
| Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention | Apr 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 |
| 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 |
| Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities | Feb 8, 2022 | Domain AdaptationGraph Mining | CodeCode Available | 1 |
