| Beyond Attention: Learning Spatio-Temporal Dynamics with Emergent Interpretable Topologies | Jun 1, 2025 | Computational EfficiencyGraph Attention | —Unverified | 0 |
| Learning with Calibration: Exploring Test-Time Computing of Spatio-Temporal Forecasting | May 31, 2025 | Spatio-Temporal Forecasting | —Unverified | 0 |
| DRAN: A Distribution and Relation Adaptive Network for Spatio-temporal Forecasting | Apr 2, 2025 | RelationSpatio-Temporal Forecasting | —Unverified | 0 |
| Bilinear Spatiotemporal Fusion Network: An efficient approach for traffic flow prediction | Apr 1, 2025 | Spatio-Temporal ForecastingTime Series | CodeCode Available | 0 |
| ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish | Mar 4, 2025 | Activity PredictionMultivariate Time Series Forecasting | CodeCode Available | 2 |
| 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 |
| Temporal Graph MLP Mixer for Spatio-Temporal Forecasting | Jan 17, 2025 | Spatio-Temporal ForecastingTraffic Prediction | CodeCode Available | 0 |
| Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder Architecture | Dec 18, 2024 | DecoderGraph Neural Network | CodeCode Available | 0 |
| Infinite-dimensional next-generation reservoir computing | Dec 13, 2024 | Spatio-Temporal Forecasting | CodeCode Available | 0 |
| CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events | Dec 3, 2024 | ArticlesCausal Inference | CodeCode Available | 1 |
| Distribution-aware Online Continual Learning for Urban Spatio-Temporal Forecasting | Nov 24, 2024 | Continual LearningScheduling | —Unverified | 0 |
| GEPS: Boosting Generalization in Parametric PDE Neural Solvers through Adaptive Conditioning | Oct 31, 2024 | Spatio-Temporal Forecasting | —Unverified | 0 |
| Sparse Decomposition of Graph Neural Networks | Oct 25, 2024 | Graph Neural NetworkGraph Representation Learning | —Unverified | 0 |
| Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting | Oct 16, 2024 | Graph Neural NetworkSpatio-Temporal Forecasting | CodeCode Available | 1 |
| AutoSTF: Decoupled Neural Architecture Search for Cost-Effective Automated Spatio-Temporal Forecasting | Sep 25, 2024 | energy managementModel Optimization | —Unverified | 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 |
| Language Model Empowered Spatio-Temporal Forecasting via Physics-Aware Reprogramming | Aug 24, 2024 | energy managementLanguage Modeling | —Unverified | 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 |
| Geolocation Representation from Large Language Models are Generic Enhancers for Spatio-Temporal Learning | Aug 22, 2024 | Spatio-Temporal ForecastingTime Series Forecasting | CodeCode Available | 0 |
| REGIONAL DATASETS FOR AIR QUALITY MONITORING IN EUROPEAN CITIES | Jul 12, 2024 | Multivariate Time Series ImputationSpatio-Temporal Forecasting | CodeCode Available | 0 |
| Spatiotemporal Forecasting of Traffic Flow using Wavelet-based Temporal Attention | Jul 5, 2024 | Graph Neural NetworkManagement | CodeCode Available | 0 |
| 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 |
| 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 |
| Rethinking Spatio-Temporal Transformer for Traffic Prediction:Multi-level Multi-view Augmented Learning Framework | Jun 17, 2024 | Spatio-Temporal ForecastingTraffic Prediction | —Unverified | 0 |
| Enhancing Graph U-Nets for Mesh-Agnostic Spatio-Temporal Flow Prediction | Jun 6, 2024 | Inductive LearningPrediction | —Unverified | 0 |