Spatio-Temporal Forecasting

Ask about this topic

Recent momentum

-67%

2 papers in the last 28 days · 0.1% of indexed attention

Twelve weeks of publication activity for this topic as it is defined today.

Also in Time Series

Neighbouring directions

Time SeriesTime Series ForecastingTime Series Foundation ModelsLong-Horizon ForecastingRetrieval-Augmented ForecastingTime-Series ClassificationLoad ForecastingZero-Shot Forecasting

Weekly history

Recent digests

What was published in this topic, kept on the site without email delivery.

Period ending 2026-09-14

1 new paper

A weekly snapshot of new work published in Spatio-Temporal Forecasting.

Period ending 2026-09-07

1 new paper

A weekly snapshot of new work published in Spatio-Temporal Forecasting.

73 papers

Latest in Spatio-Temporal Forecasting

Open your feed →
CardsList

  1. SPEAR NeXT Causal Latent Forecasting Across Multiple Horizons for Spectral Temporal Earth Representation Learning

    Sep 15, 2026Rajiv Ranjan, Udaiveer Singh, Shashank Tamaskar +1Spatio-Temporal ForecastingTime Series Foundation Models

  2. AsyncCouple-Flow: Asynchronous Cross-Modal Coupling and Flow Matching for Spatio-Temporal Forecasting

    Sep 15, 2026Zhixiang Wu, Yining Liu, Bo Zhao +4Spatio-Temporal Forecasting

  3. Predicting Spatiotemporal Mobile Sensing-Based PM2.5 Concentrations Using Low-Rank Adapted Spatially Attentive Graph Neural Network

    Sep 7, 2026Om Chiddarwar, Priyanka Mandal, Praveen Kumar Chandaliya +1Air PollutionSpatio-Temporal Forecasting

  4. LLMODE: Aligning ODEs with LLMs via Gated Token Injection for Irregular Spatio-Temporal Forecasting

    Aug 30, 2026Di Zhang, Jingyang Zhang, Ziqian Wang +4Spatio-Temporal ForecastingLatent Trajectories

  5. F2STNet: Fair and Federated Spectral-Temporal Modeling for Graph Forecasting

    Aug 10, 2026Jiayi Zhang, Jinfeng Xu, Hewei Wang +7Federated Graph LearningSpatio-Temporal Forecasting

  6. Hierarchical Spatio-Temporal Transformer for Coherent Emergency Department Forecasting

    Jul 29, 2026Filipa Lino, Bárbara Tavares, Carlos Santiago +2Spatio-Temporal ForecastingSpatio-Temporal Transformers

  7. A2TTA: Anchored-and-Agile Test-Time Adaptation for Evolving Traffic Sensor Networks

    Jul 28, 2026Du Yin, Xiachong Lin, Yue Tan +4Accurate Traffic ForecastingSpatio-Temporal Forecasting

  8. GeoID-PINN: Identifiability-Aware Regional Epidemic Inference with Geographic Coupling

    Jul 28, 2026Weixiong Hua, Fan BuEpidemic ForecastingSpatio-Temporal Forecasting

  9. Every Client Is an Environment: Federated De-confounding for Spatio-Temporal Forecasting

    Jul 27, 2026Qingxiang Liu, Anqi Liang, Heng Wang +1Spatio-Temporal ForecastingLatent Confounders

  10. Spatial Prediction of Soil Microplastics and Organic Matter Using Graph Attention Networks

    Jul 24, 2026Anik Dev Nath, Md Al Amin, Bikash Kumar PaulSpatio-Temporal Forecasting

  11. Spatio-Temporal Prediction of Unsteady Airfoil Aerodynamics Using Augmented Graph Neural Ordinary Differential Equations with Exogenous Controls

    Jul 17, 2026Henrik Lange, Reik Thormann, Philipp BekemeyerAerodynamicsComputational Fluid Dynamic

  12. STKAN: Kolmogorov-Arnold Networks for Spatio-Temporal Forecasting

    Jul 14, 2026Sicong Lai, Yuehong Hu, Siru Zhong +3Spatio-Temporal ForecastingKolmogorov-Arnold Networks

  13. TSCoNet: A Two-Stage Copula CNN-LSTM for Uncertainty-Aware Spatio-Temporal Forecasting

    Jul 11, 2026Jongwook Kim, Jong-Min KimSpatio-Temporal ForecastingPredictive Uncertainty

  14. Manifold Constrained Conformal Prediction for Spatial Events

    Jul 10, 2026Collin Nill, Trevor Harris, Jason AdamsConformal PredictionSpatio-Temporal Forecasting

  15. Spatio-Temporal Scheduling Prediction Under Backhaul Delay for Resilient Coordinated Beamforming

    Jul 9, 2026Prashant Kumar Singh, Shubham Vaishnav, Ahmet Hasim Gökceoglu +1BeamformingAdaptive Scheduling

  16. Physics-guided spatiotemporal neural models for fuel density prediction

    Jul 8, 2026Tolga Caglar, Jaynil Jaiswal, Saqib Azim +3Physics-Guided Deep Learning FrameworkWildfire Prediction

  17. Domain-Adaptive Climate Downscaling Under Temporal Distribution Shift

    Jul 6, 2026Shuochen Wang, Nishant Yadav, Auroop R. GangulyDynamical DownscalingSpatio-Temporal Forecasting

  18. Less Tokens, Better Forecasts: Sparse Residual Routing for Efficient Weather Prediction

    Jul 2, 2026Janet Wang, Yunbei Zhang, Lin Zhao +3Artificial Intelligence Weather ModelsSpatio-Temporal Forecasting

  19. When Context Compensates for Sparse Event History: AlphaEarth for Spatio-Temporal Point-Process Forecasting

    Jul 1, 2026Yahya Aalaila, Mouad Elhamdi, Gerrit Großmann +3Spatio-Temporal ForecastingDeterminantal Point Process

  20. Relational and Sequential Conformal Inference for Energy Time Series over Graphs via Foundation Models

    Jun 30, 2026Keivan Faghih Niresi, Alice Cicirello, Olga FinkEnergy ForecastingTemporal Graph Neural Networks

  21. RainODE: Continuous-Time Precipitation Forecasting with Latent Neural ODEs

    Jun 29, 2026Yeeun Seong, Doyi Kim, Minseok Seo +1PrecipitationSpatio-Temporal Forecasting

  22. Otter Weather: Skillful and Computationally Efficient Medium-Range Weather Forecasting

    Jun 24, 2026Cristiana Diaconu, Jonas Scholz, Aliaksandra Shysheya +4Artificial Intelligence Weather ModelsWeather Models

  23. TopoCast: A Topological Fidelity Framework for Evaluating Transformer-Based Time Series Forecasting

    Jun 24, 2026Sandeepa Weerasekara, Sandareka WickramanayakeTime Series ForecastingSpatio-Temporal Forecasting

  24. FDN: Interpretable Spatiotemporal Forecasting with Future Decomposition Networks

    Jun 23, 2026Nicholas Majeske, Ariful AzadSpatio-Temporal ForecastingRetrieval-Augmented Forecasting

  25. MVG-KAN: Multi-View Geo-Wind Guided KAN for PM_{2.5} Forecasting

    Jun 23, 2026Cheng Huang, Muyao Guan, Jairus Yougui Railey +6Air PollutionSpatio-Temporal Forecasting

  26. MotifGen: Spatiotemporal interpolation of misaligned satellite images via multi-source generative modeling, in an application to tropical cyclones

    Jun 23, 2026Clément Dauvilliers, Claire MonteleoniTropical CyclonesSatellite Imagery

  27. A Novel Approach to Temporal QoS Estimation via Extended Kalman Filter-Incorporated Latent Feature Analysis

    Jun 22, 2026Ye Yuan, Song Wang, Hongxun Zhou +2Spatio-Temporal ForecastingExtended Kalman Filter

  28. Beyond Time Series: Spatial Reasoning for Epidemic Forecasting via Multimodal Learning

    Jun 20, 2026Diana Guadalupe Gomez, Chenwei Wu, Zhiyi Wang +2Epidemic ForecastingSpatio-Temporal Forecasting

  29. Multi-Task Bayesian In-Context Learning

    Jun 18, 2026Qingyang Zhu, Eric Karl Oermann, Kyunghyun ChoIn-Context LearningPriors

  30. INDEQS: Informed Neural controlled Differential EQuationS

    Jun 17, 2026Michael Detzel, Gabriel Nobis, Kristiyan Blagov +3Neural Ordinary Differential EquationsSpatio-Temporal Forecasting

  31. SpatioTemporal Causal Network Diagnostics for Geographic Tipping Point Early Warning

    Jun 16, 2026Zhaoyuan Yu, Zhangyong LiangSpatio-Temporal ForecastingEarly Warning

  32. Multi-Modal Spatio-Temporal Graph Neural Network with Mixture of Experts for Soil Organic Carbon Prediction

    Jun 15, 2026Daniele Mos, Felipe Drummond, Anton Bossenbroek +1Temporal Graph Neural NetworksSpatio-Temporal Forecasting

  33. DYNA-PRUNER: Input-Adaptive Data-Model Co-Pruning for Efficient and Scalable Spatio-Temporal Media Prediction

    Jun 13, 2026Fuyan Zhang, Yuqi Li, Qing Xu +2Magnitude-Based PruningSpatio-Temporal Forecasting

  34. OmniPMNet: Bridging discrete and gridded PM10 forecasts via omni-query neural processes

    Jun 12, 2026Shuangshuang He, Shuo WangAir PollutionSpatio-Temporal Forecasting

  35. Nonlocal Bayesian Modeling of Continuous Spatio-Temporal Dynamics

    Jun 12, 2026Jaeyeong Lee, Heeyoung KimSpatio-Temporal ForecastingSpatiotemporal

  36. MP3: Multi-Period Pattern Pre-training for Spatio-Temporal Forecasting

    Jun 11, 2026Lilan Peng, Yandi Liu, Qingren Yao +2Spatio-Temporal ForecastingTemporal Graph Neural Networks

  37. MoE Enhanced Federated Learning for Spatiotemporal Prediction

    Jun 9, 2026Zhehao Dai, Xiao Han, Zhaolin Deng +4Spatio-Temporal ForecastingTraffic

  38. KFTD: Koopman-Fourier Time-Differentiable Network for Continuous Ocean Spatiotemporal Forecasting

    Jun 6, 2026Qinghui Chen, Zekai Zhang, Hailong Liu +2Spatio-Temporal ForecastingOcean Dynamics

  39. DSFNet: Learning Dual-Domain Spectral Operators for Multi-Modality Spatio-Temporal Forecasting in Urban Transportation Systems

    Jun 5, 2026Yongchao Li, Yang Li, Zhuoxuan Li +4Spatio-Temporal ForecastingSpatio-Temporal Fusion

  40. CausalPOI: Spatio-Temporal Graph-Based Causal Modeling for Cold-Start POI Check-in Forecasting

    Jun 3, 2026Zhaoqi Zhang, Miao Xie, Yi Li +3Causal GraphSpatio-Temporal Forecasting

  41. U-Net-Accelerated Quality-Diversity Optimization for Climate-Adaptive Urban Layouts

    Jun 3, 2026Alexander Hagg, Tania Guerrero, Dirk ReithStreet-View ImagerySurrogate Modeling

  42. EnergyMamba: An Uncertainty-Aware Graph-Enhanced Selective State Space Model for Energy Consumption Prediction

    May 30, 2026Dahai Yu, Rongchao Xu, Lin Jiang +1Energy ForecastingSpatio-Temporal Forecasting

  43. Spatio-temporal stochastic graph-based learning for infectious disease forecasting

    May 28, 2026Luz Stefani Sotomayor Valenzuela, Susanna Cramb, Darren WraithEpidemic ForecastingSpatio-Temporal Forecasting

  44. Do Physics Foundation Models Learn Generalizable Physics? A Bias-Aware Benchmark Across Physical Regimes and Distribution Shifts

    May 28, 2026Mengdi Chu, Yang Liu, Ayan Biswas +1PhysicsWireless Foundation Models

  45. PHGNet: Prototype-Guided Hypergraph Construction for Heterogeneous Spatiotemporal Forecasting

    May 25, 2026Ruiwen Gu, Yahao Liu, Zhenyu Liu +2Accurate Traffic ForecastingSpatio-Temporal Forecasting

  46. Bridge: Retrieval-Augmented Spatiotemporal Modeling for Urban Delivery Demand

    May 18, 2026Yihong Tang, Tong Nie, Junlin He +3Spatio-Temporal ForecastingTemporal Graph Neural Networks

  47. Nested Spatio-Temporal Time Series Forecasting

    May 15, 2026Yinghao Ai, Yukai Zhou, Ruoxi Jiang +8Spatio-Temporal Forecasting

  48. GPU-Accelerated Deep Learning for Heatwave Prediction and Urban Heat Risk Assessment

    May 14, 2026Adis AlihodžićSpatio-Temporal ForecastingSpatiotemporal

  49. Spatiotemporal downscaling and nowcasting of urban land surface temperatures with deep neural networks

    May 13, 2026Solomiia Kurchaba, Angela MeyerDynamical DownscalingWeather Models

  50. OceanCBM: A Concept Bottleneck Model for Mechanistic Interpretability in Ocean Forecasting

    May 12, 2026Sanah Suri, Kieran Ringel, Maike SonnewaldClass-Incremental Concept Bottleneck ModelOcean Dynamics

  51. U-STS-LLM A Unified Spatio-Temporal Steered Large Language Model for Traffic Prediction and Imputation

    May 12, 2026Yichen Zhang, Jun LiSpatio-Temporal ForecastingImputation

  52. Dimensional Balance Improves Large Scale Spatiotemporal Prediction Performance

    May 11, 2026Jing Chen, Shixiang Pan, Yujie Fan +3Spatio-Temporal ForecastingSpatiotemporal

  53. Learning to Perceive "Where": Spatial Pretext Tasks for Robust Self-Supervised Learning

    May 11, 2026Yang Shen, Yusen Cai, Weronika Hryniewska-Guzik +2Self-Supervised LearningFine-Grained Spatial Understanding

  54. PnP-Corrector: A Universal Correction Framework for Coupled Spatiotemporal Forecasting

    May 9, 2026Hao Wu, Fan Xu, Yuxu Lu +9Spatio-Temporal ForecastingGlobal Climate Models

  55. Dual-Scale Temporal Fusion Reveals Structured Predictability in Subseasonal-to-Seasonal Temperature Prediction

    May 7, 2026Elnaz Bashir, Jiali Wang, Lin YanSpatio-Temporal ForecastingPredictability

  56. SpatialEpiBench: Benchmarking Spatial Information and Epidemic Priors in Forecasting

    May 7, 2026Ruiqi Lyu, Alistair Turcan, Bryan WilderEpidemic ForecastingSpatio-Temporal Forecasting

  57. SWIFT: Spatio-temporal Wavelet Integrated Forecasting Framework for Workload Traces

    May 7, 2026Zeyuan Ding, Lingfeng Zheng, Dian Ding +1Spatio-Temporal ForecastingDiscrete Wavelet Transform

  58. From Drops to Grid: Noise-Aware Spatio-Temporal Neural Process for Rainfall Estimation

    May 7, 2026Rafael Pablos Sarabia, Joachim Nyborg, Morten Birk +1PrecipitationSpatio-Temporal Forecasting

  59. GraphSVR: A Graph Convolutional Support Vector Regression Framework for Robust Spatiotemporal Air Pollution Forecasting

    May 5, 2026Nourin Jahan, Muhammed Navas T, Tanujit Chakraborty +1Air PollutionSpatio-Temporal Forecasting

  60. Local Truncation Error-Guided Neural ODEs for Large Scale Traffic Forecasting

    May 5, 2026Xiao Zhang, Yafei Li, Ruixiang Wang +3Neural Ordinary Differential EquationsOrdinary Differential Equations