| LibCity: An Open Library for Traffic Prediction | Nov 4, 2021 | Multivariate Time Series ForecastingPrediction | CodeCode Available | 2 | 5 |
| Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction | Dec 7, 2022 | AttributePrediction | CodeCode Available | 2 | 5 |
| ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish | Mar 4, 2025 | Activity PredictionMultivariate Time Series Forecasting | CodeCode Available | 2 | 5 |
| FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction | May 28, 2024 | In-Context LearningPrediction | CodeCode Available | 2 | 5 |
| Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach | Dec 6, 2023 | AttributeComputational Efficiency | CodeCode Available | 1 | 5 |
| A Spatio-Temporal Spot-Forecasting Framework for Urban Traffic Prediction | Mar 31, 2020 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 1 | 5 |
| STDEN: Towards Physics-Guided Neural Networks for Traffic Flow Prediction | Sep 1, 2022 | Physics-informed machine learningSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Spatio-Temporal Wind Speed Forecasting using Graph Networks and Novel Transformer Architectures | Aug 29, 2022 | Graph Neural NetworkMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Spatiotemporal Multi-Graph Convolution Networkfor Ride-hailing Demand Forecasting | Jan 20, 2019 | Demand ForecastingSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| 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 | 5 |
| RNN with Particle Flow for Probabilistic Spatio-temporal Forecasting | Jun 10, 2021 | Bayesian InferenceSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events | Dec 3, 2024 | ArticlesCausal Inference | CodeCode Available | 1 | 5 |
| Prediction-based One-shot Dynamic Parking Pricing | Aug 30, 2022 | PredictionSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Conditional Local Convolution for Spatio-temporal Meteorological Forecasting | Jan 4, 2021 | Spatio-Temporal ForecastingWeather Forecasting | CodeCode Available | 1 | 5 |
| Cross-Node Federated Graph Neural Network for Spatio-Temporal Data Modeling | Jun 9, 2021 | Federated LearningGraph Neural Network | CodeCode Available | 1 | 5 |
| Operator Learning with Neural Fields: Tackling PDEs on General Geometries | Jun 12, 2023 | Operator learningSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting | Jul 6, 2020 | Graph GenerationGraph Neural Network | CodeCode Available | 1 | 5 |
| Enhanced spatio-temporal electric load forecasts using less data with active deep learning | Dec 8, 2020 | Active LearningBIG-bench Machine Learning | CodeCode Available | 1 | 5 |
| Multivariate Time-series Anomaly Detection via Graph Attention Network | Sep 4, 2020 | Anomaly DetectionGraph Attention | CodeCode Available | 1 | 5 |
| Deep Spatio-Temporal Forecasting of Electrical Vehicle Charging Demand | Jun 21, 2021 | Demand ForecastingSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting | Jul 6, 2017 | DecoderMultivariate Time Series Forecasting | CodeCode Available | 1 | 5 |
| Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning | May 6, 2024 | Self-Supervised LearningSpatio-Temporal Forecasting | CodeCode Available | 1 | 5 |
| Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities | Feb 8, 2022 | Domain AdaptationGraph Mining | CodeCode Available | 1 | 5 |
| Long-term Spatio-temporal Forecasting via Dynamic Multiple-Graph Attention | Apr 23, 2022 | Graph AttentionGraph Neural Network | CodeCode Available | 1 | 5 |
| Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting | May 16, 2023 | graph constructionGraph Neural Network | CodeCode Available | 1 | 5 |
| 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 |
