| 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 | 5 |
| ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images | Jun 20, 2024 | Decision MakingMedical Image Analysis | CodeCode Available | 1 | 5 |
| Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting | Oct 16, 2024 | Graph Neural NetworkSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Graph Neural Networks for Improved El Niño Forecasting | Dec 2, 2020 | Deep LearningMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Graph Neural Controlled Differential Equations for Traffic Forecasting | Dec 7, 2021 | Spatio-Temporal ForecastingTime Series Forecasting | CodeCode Available | 1 | 5 |
| FRIGATE: Frugal Spatio-temporal Forecasting on Road Networks | Jun 14, 2023 | Spatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting | May 30, 2023 | Spatio-Temporal ForecastingTime Series Forecasting | CodeCode Available | 1 | 5 |
| Deep Integro-Difference Equation Models for Spatio-Temporal Forecasting | Oct 29, 2019 | parameter estimationSpatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks | Jan 29, 2024 | Spatio-Temporal ForecastingTime Series Prediction | CodeCode Available | 0 | 5 |
| AZ-whiteness test: a test for uncorrelated noise on spatio-temporal graphs | Apr 23, 2022 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 0 | 5 |
| Bilinear Spatiotemporal Fusion Network: An efficient approach for traffic flow prediction | Apr 1, 2025 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 0 | 5 |
| Deep Forecast: Deep Learning-based Spatio-Temporal Forecasting | Jul 24, 2017 | Deep LearningSpatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning | Aug 22, 2024 | Spatio-Temporal ForecastingTime Series Forecasting | CodeCode Available | 0 | 5 |
| Infinite-dimensional next-generation reservoir computing | Dec 13, 2024 | Spatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| Low-rank Adaptation for Spatio-Temporal Forecasting | Apr 11, 2024 | PredictionSpatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| M4Fog: A Global Multi-Regional, Multi-Modal, and Multi-Stage Dataset for Marine Fog Detection and Forecasting to Bridge Ocean and Atmosphere | Jun 19, 2024 | BenchmarkingSpatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| On the importance of stationarity, strong baselines and benchmarks in transport prediction problems | Mar 6, 2022 | Deep LearningSpatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| REGIONAL DATASETS FOR AIR QUALITY MONITORING IN EUROPEAN CITIES | Jul 12, 2024 | Multivariate Time Series ImputationSpatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| SERT: A Transfomer Based Model for Spatio-Temporal Sensor Data with Missing Values for Environmental Monitoring | Jun 5, 2023 | ImputationMissing Values | CodeCode Available | 0 | 5 |
| SG-PALM: a Fast Physically Interpretable Tensor Graphical Model | May 26, 2021 | Spatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning | Jun 6, 2024 | Multi-Objective Reinforcement Learningreinforcement-learning | CodeCode Available | 0 | 5 |
| Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder Architecture | Dec 18, 2024 | DecoderGraph Neural Network | CodeCode Available | 0 | 5 |
| Temporal Graph MLP Mixer for Spatio-Temporal Forecasting | Jan 17, 2025 | Spatio-Temporal ForecastingTraffic Prediction | CodeCode Available | 0 | 5 |
| Unleashing Realistic Air Quality Forecasting: Introducing the Ready-to-Use PurpleAirSF Dataset | Jun 24, 2023 | Spatio-Temporal Forecasting | CodeCode Available | 0 | 5 |
| Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning | Jul 25, 2019 | DecoderDiversity | CodeCode Available | 0 | 5 |
