| Spatiotemporal Forecasting of Traffic Flow using Wavelet-based Temporal Attention | Jul 5, 2024 | Graph Neural NetworkManagement | CodeCode Available | 0 | 5 |
| Learning with Calibration: Exploring Test-Time Computing of Spatio-Temporal Forecasting | May 31, 2025 | Spatio-Temporal Forecasting | —Unverified | 0 | 0 |
| DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting | Mar 5, 2024 | Spatio-Temporal Forecasting | —Unverified | 0 | 0 |
| DRAN: A Distribution and Relation Adaptive Network for Spatio-temporal Forecasting | Apr 2, 2025 | RelationSpatio-Temporal Forecasting | —Unverified | 0 | 0 |
| Beyond Fixed Variables: Expanding-variate Time Series Forecasting via Flat Scheme and Spatio-temporal Focal Learning | Feb 21, 2025 | Contrastive LearningMultivariate Time Series Forecasting | —Unverified | 0 | 0 |
| Spatio-temporal Parking Behaviour Forecasting and Analysis Before and During COVID-19 | Aug 15, 2021 | Demand ForecastingEpidemiology | —Unverified | 0 | 0 |
| Distribution-aware Online Continual Learning for Urban Spatio-Temporal Forecasting | Nov 24, 2024 | Continual LearningScheduling | —Unverified | 0 | 0 |
| Deep learning for spatio-temporal forecasting -- application to solar energy | May 7, 2022 | Deep LearningSpatio-Temporal Forecasting | —Unverified | 0 | 0 |
| Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies | Jun 1, 2025 | Computational EfficiencyGraph Attention | —Unverified | 0 | 0 |
| Deep Echo State Networks with Uncertainty Quantification for Spatio-Temporal Forecasting | Jun 28, 2018 | Spatio-Temporal ForecastingUncertainty Quantification | —Unverified | 0 | 0 |
| Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach | Apr 4, 2024 | Contrastive LearningFederated Learning | —Unverified | 0 | 0 |
| Physics-Coupled Spatio-Temporal Active Learning for Dynamical Systems | Aug 11, 2021 | Active LearningSpatio-Temporal Forecasting | —Unverified | 0 | 0 |
| CGT: Clustered Graph Transformer for Urban Spatio-temporal Prediction | Sep 25, 2019 | DecoderGraph Attention | —Unverified | 0 | 0 |
| RadNet: Incident Prediction in Spatio-Temporal Road Graph Networks Using Traffic Forecasting | Jun 11, 2022 | Spatio-Temporal Forecasting | —Unverified | 0 | 0 |
| Bayesian Recurrent Neural Network Models for Forecasting and Quantifying Uncertainty in Spatial-Temporal Data | Nov 2, 2017 | Spatio-Temporal ForecastingUncertainty Quantification | —Unverified | 0 | 0 |
| Reprogramming Foundational Large Language Models(LLMs) for Enterprise Adoption for Spatio-Temporal Forecasting Applications: Unveiling a New Era in Copilot-Guided Cross-Modal Time Series Representation Learning | Aug 26, 2024 | Language ModelingLanguage Modelling | —Unverified | 0 | 0 |
| Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework | Jun 17, 2024 | Spatio-Temporal ForecastingTraffic Prediction | —Unverified | 0 | 0 |
| Bridging the Gap Between Training and Inference for Spatio-Temporal Forecasting | May 19, 2020 | Spatio-Temporal Forecasting | —Unverified | 0 | 0 |
| SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting | Dec 5, 2023 | Graph LearningGraph structure learning | —Unverified | 0 | 0 |
| AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting | Sep 25, 2024 | energy managementModel Optimization | —Unverified | 0 | 0 |
| An Ensemble Quadratic Echo State Network for Nonlinear Spatio-Temporal Forecasting | Aug 16, 2017 | ManagementSpatio-Temporal Forecasting | —Unverified | 0 | 0 |
| Sparse Decomposition of Graph Neural Networks | Oct 25, 2024 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 | 0 |
| Advancing Enterprise Spatio-Temporal Forecasting Applications: Data Mining Meets Instruction Tuning of Language Models For Multi-modal Time Series Analysis in Low-Resource Settings | Aug 24, 2024 | Decision MakingMixture-of-Experts | —Unverified | 0 | 0 |
| A data-driven approach to the forecasting of ground-level ozone concentration | Oct 14, 2020 | Feature Importancefeature selection | —Unverified | 0 | 0 |
| GEPS: Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning | Oct 31, 2024 | Spatio-Temporal Forecasting | —Unverified | 0 | 0 |
| Gini-regularized Optimal Transport with an Application to Spatio-Temporal Forecasting | Dec 7, 2017 | Open-Ended Question AnsweringSpatio-Temporal Forecasting | —Unverified | 0 | 0 |
| 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 | 0 |
| FLEXIBLE: Forecasting Cellular Traffic by Leveraging Explicit Inductive Graph-Based Learning | May 14, 2024 | Inductive LearningSpatio-Temporal Forecasting | —Unverified | 0 | 0 |
| Examining Deep Learning Models with Multiple Data Sources for COVID-19 Forecasting | Oct 27, 2020 | ClusteringDeep Learning | —Unverified | 0 | 0 |
| HiSTGNN: Hierarchical Spatio-temporal Graph Neural Networks for Weather Forecasting | Jan 22, 2022 | Graph LearningGraph Neural Network | —Unverified | 0 | 0 |
| HyperST-Net: Hypernetworks for Spatio-Temporal Forecasting | Sep 28, 2018 | Spatio-Temporal ForecastingTime Series | —Unverified | 0 | 0 |
| Enhancing Graph U-Nets for Mesh-Agnostic Spatio-Temporal Flow Prediction | Jun 6, 2024 | Inductive LearningPrediction | —Unverified | 0 | 0 |
| Spatio-Temporal Forecasting With Gridded Remote Sensing Data Using Feed-Backward Decoding | Nov 1, 2020 | Spatio-Temporal Forecasting | —Unverified | 0 | 0 |
| It is all Connected: A New Graph Formulation for Spatio-Temporal Forecasting | Mar 23, 2023 | AllGraph Neural Network | —Unverified | 0 | 0 |
| Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review | Feb 15, 2024 | Anomaly ClassificationAnomaly Detection | —Unverified | 0 | 0 |
| Language Model Empowered Spatio-Temporal Forecasting via Physics-Aware Reprogramming | Aug 24, 2024 | energy managementLanguage Modeling | —Unverified | 0 | 0 |
| Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting | Dec 27, 2023 | Contrastive LearningCorrelated Time Series Forecasting | —Unverified | 0 | 0 |