| Enhancing Graph U-Nets for Mesh-Agnostic Spatio-Temporal Flow Prediction | Jun 6, 2024 | Inductive LearningPrediction | —Unverified | 0 |
| FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction | May 28, 2024 | In-Context LearningPrediction | CodeCode Available | 2 |
| FLEXIBLE: Forecasting Cellular Traffic by Leveraging Explicit Inductive Graph-Based Learning | May 14, 2024 | Inductive LearningSpatio-Temporal Forecasting | —Unverified | 0 |
| Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning | May 6, 2024 | Self-Supervised LearningSpatio-Temporal Forecasting | CodeCode Available | 1 |
| Low-rank Adaptation for Spatio-Temporal Forecasting | Apr 11, 2024 | PredictionSpatio-Temporal Forecasting | CodeCode Available | 0 |
| Personalized Federated Learning for Spatio-Temporal Forecasting: A Dual Semantic Alignment-Based Contrastive Approach | Apr 4, 2024 | Contrastive LearningFederated Learning | —Unverified | 0 |
| DynST: Dynamic Sparse Training for Resource-Constrained Spatio-Temporal Forecasting | Mar 5, 2024 | Spatio-Temporal Forecasting | —Unverified | 0 |
| Large Language Models for Forecasting and Anomaly Detection: A Systematic Literature Review | Feb 15, 2024 | Anomaly ClassificationAnomaly Detection | —Unverified | 0 |
| Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks | Jan 29, 2024 | Spatio-Temporal ForecastingTime Series Prediction | CodeCode Available | 0 |
| Learning Time-aware Graph Structures for Spatially Correlated Time Series Forecasting | Dec 27, 2023 | Contrastive LearningCorrelated Time Series Forecasting | —Unverified | 0 |
| Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach | Dec 6, 2023 | AttributeComputational Efficiency | CodeCode Available | 1 |
| SAMSGL: Series-Aligned Multi-Scale Graph Learning for Spatio-Temporal Forecasting | Dec 5, 2023 | Graph LearningGraph structure learning | —Unverified | 0 |
| Unleashing Realistic Air Quality Forecasting: Introducing the Ready-to-Use PurpleAirSF Dataset | Jun 24, 2023 | Spatio-Temporal Forecasting | CodeCode Available | 0 |
| FRIGATE: Frugal Spatio-temporal Forecasting on Road Networks | Jun 14, 2023 | Spatio-Temporal Forecasting | CodeCode Available | 1 |
| Operator Learning with Neural Fields: Tackling PDEs on General Geometries | Jun 12, 2023 | Operator learningSpatio-Temporal Forecasting | CodeCode Available | 1 |
| SERT: A Transfomer Based Model for Spatio-Temporal Sensor Data with Missing Values for Environmental Monitoring | Jun 5, 2023 | ImputationMissing Values | CodeCode Available | 0 |
| 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 |
| It is all Connected: A New Graph Formulation for Spatio-Temporal Forecasting | Mar 23, 2023 | AllGraph Neural Network | —Unverified | 0 |
| 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 |
| Spatio-Temporal Self-Supervised Learning for Traffic Flow Prediction | Dec 7, 2022 | AttributePrediction | CodeCode Available | 2 |
| 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 |
| RadNet: Incident Prediction in Spatio-Temporal Road Graph Networks Using Traffic Forecasting | Jun 11, 2022 | Spatio-Temporal Forecasting | —Unverified | 0 |
