Spatiotemporal Forecasting

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39 papers in the last four weeks, up 290% on the four weeks before. 0.4% of all new papers.

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STLGT: A Scalable Trace-Based Linear Graph Transformer for Tail Latency Prediction in Microservices
Apr 29, 2026Yongliang Ding, Qigong Bi, Peng PuEfficient Neural Network Inference Microservice Architecture
East China Normal University Shanghai, China
Generative diffusion models for spatiotemporal influenza forecasting
Apr 27, 2026Joseph Lemaitre, Justin LesslerEpidemic Forecasting Spatiotemporal Forecasting
Department of Epidemiology, Gillings School of Global Public Health, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA · Department of Epidemiology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA · Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
SolarTformer: A Transformer Based Deep Learning Approach for Short Term Solar Power Forecasting
Apr 27, 2026Ankan Basu, Jyotiraditya Roy, Aditya Datta +2Multivariate Time Series Forecasting Time Series Forecasting
Positional Astronomy Centre, India Meteorological Department, Kolkata, India · Department of Computer Science and Engineering, Jadavpur University, Kolkata, India · Department of Computer Science and Engineering (Artificial Intelligence and Machine Learning), Heritage Institute of Technology, Kolkata, India +2
StormNet: Improving storm surge predictions with a GNN-based spatio-temporal offset forecasting model
Apr 22, 2026Noujoud Nader, Stefanos Giaremis, Clint Dawson +3Time Series Forecasting Spatiotemporal Forecasting
Center for Computation and Technology, Louisiana State University, Baton Rouge, 70803, LA, US. · Department of Physics, Aristotle University of Thessaloniki, Thessaloniki, 54124, Greece. · Oden Institute for Computational Engineering and Sciences, The University of Texas at Austin, Austin, 78712, TX, US.
Clinically Interpretable Sepsis Early Warning via LLM-Guided Simulation of Temporal Physiological Dynamics
Apr 22, 2026Weizhi Nie, Zhen Qu, Weijie Wang +4Interpretable ML LLM-Based Time Series Forecasting
School of Electrical and Information Engineering, Tianjin University, Tianjin, 300072, Tianjin, China · Department of Information Engineering and Computer Science, University of Trento, Trento, Trentino, Italy · Department of Orthopedics, Affiliated Kunshan Hospital of Jiangsu University, Kunshan, Jiangsu, China +3
Spatio-temporal modelling of electric vehicle charging demand
Apr 21, 2026Kaoutar Bouaachra, Yvenn Amara-Ouali, Yannig Goude +1Electric Vehicle Charging Spatiotemporal Forecasting
École Polytechnique de Paris · EDF Lab Paris-Saclay Palaiseau, France · INRIA Paris, DYOGENE/MATHNET Team
Attention-based Multi-modal Deep Learning Model of Spatio-temporal Crop Yield Prediction with Satellite, Soil and Climate Data
Apr 21, 2026Gopal Krishna Shyam, Ila ChandrakarAgricultural Remote Sensing Spatiotemporal Forecasting
Presidency University, Bengaluru, India · University of Europe for Applied Sciences, Berlin
Ground-Level Near Real-Time Modeling for PM2.5 Pollution Prediction
Apr 21, 2026Zachary R. Fox, Janet O. Agbaje, Dakotah Maguire +6Air Quality Prediction Spatiotemporal Forecasting
Oak Ridge National Laboratory, 1 Bethel Valley Road, Oak Ridge, TN 37980. · Johnson & Johnson, New Brunswick, NJ 08933. · Los Alamos National Laboratory, PO Box 1663, Los Alamos, NM 87545. +2
FlowForge: A Staged Local Rollout Engine for Flow-Field Prediction
Apr 21, 2026Xiaowen Zhang, Ziming Zhou, Fengnian Zhao +1Efficient Inference PDE Surrogate Modeling
Shanghai Jiao Tong University · University of Michigan
Skillful Global Ocean Emulation and the Role of Correlation-Aware Loss
Apr 20, 2026Niraj Agarwal, Timothy A. Smith, Sergey Frolov +1Neural Surrogate Modeling Spatiotemporal Forecasting
CIRES, University of Colorado, Boulder, CO, USA · NOAA Physical Sciences Laboratory, Boulder, CO, USA
IDOBE: Infectious Disease Outbreak forecasting Benchmark Ecosystem
Apr 20, 2026Aniruddha Adiga, Jingyuan Chou, Anshul Chiranth +7Epidemic Forecasting Forecasting Benchmarks
Biocomplexity Institute, University of Virginia, Charlottesville, Virginia, USA · Department of Public and Ecosystem Health Cornell University College of Veterinary Medicine, Ithaca, New York, USA · Johns Hopkins University, Baltimore, Maryland, USA +2
Forecasting Ionospheric Irregularities on GNSS Lines of Sight Using Dynamic Graphs with Ephemeris Conditioning
Apr 20, 2026Mert Can Turkmen, Eng Leong Tan, Yee Hui LeeProbabilistic Forecasting Dynamic Graph Learning
Nanyang Technological University Singapore
Earth System Foundation Model (ESFM): A unified framework for heterogeneous data integration and forecasting
Apr 20, 2026Firat Ozdemir, Yun Cheng, Salman Mohebi +11Geospatial Foundation Models Climate Science
Swiss Data Science Center (SDSC), ETH Zurich & EPFL, Zurich & Lausanne, Switzerland · ETH AI Center, ETH Zurich, Zurich, Switzerland · ETH Zurich, Zurich, Switzerland +1
FASE : A Fairness-Aware Spatiotemporal Event Graph Framework for Predictive Policing
Apr 19, 2026Pronob Kumar Barman, Pronoy Kumar Barman, Plaban Kumar Barman +1Algorithmic Bias Group Fairness
Department of Information Systems University of Maryland, Baltimore County Baltimore, MD, USA · Department of Statistics Jagannath University Dhaka, Bangladesh · MBBS Shaheed M. Monsur Ali Medical College Sirajganj, Bangladesh
Target Parameterization in Diffusion Models for Nonlinear Spatiotemporal System Identification
Apr 19, 2026Achraf El Messaoudi, Noureddine Khaous, Karim CherifiNonlinear System Identification Spatiotemporal Forecasting
Universit´e Marie Louis Pasteur, SUPMICROTECH, CNRS, institut FEMTO-ST, F-25000 Besanc¸on, France · LLF, CNRS, Universit´e Paris Cit´e, F-75013 Paris, France
CollideNet: Hierarchical Multi-scale Video Representation Learning with Disentanglement for Time-To-Collision Forecasting
Apr 17, 2026Nishq Poorav Desai, Ali Etemad, Michael GreenspanCollision Avoidance Video Representation Learning
Queen’s University, Canada
Reversible Residual Normalization Alleviates Spatio-Temporal Distribution Shift
Apr 17, 2026Zhaobo Hu, Vincent Gauthier, Mehdi NaimaInvertible Neural Networks Distribution Shift Robustness
SAMOVAR, Télécom SudParis · Institut Polytechnique de Paris · CNRS – LIP6 +1
Modern Structure-Aware Simplicial Spatiotemporal Neural Network
Apr 17, 2026Zhaobo Hu, Vincent Gauthier, Mehdi NaimaSpatiotemporal Forecasting Spatiotemporal GNNs
SAMOVAR, T´el´ecom SudParis · Institut Polytechnique de Paris · CNRS – LIP6
E-TIDE: Fast, Structure-Preserving Motion Forecasting from Event Sequences
Mar 29, 2026Biswadeep Sen, Benoit R. Cottereau, Nicolas Cuperlier +1Event-Based Vision Efficient Neural Network Inference
National University of Singapore, Singapore · CerCo, CNRS UMR 5549, Universit´e de Toulouse, France · ETIS UMR8051, CY Cergy Paris Universit´e, ENSEA, CNRS, Cergy, France +1
Pure and physics-guided deep learning approaches for spatio-temporal groundwater level prediction
Mar 26, 2026Matteo Salis, Gabriele Sartor, Rosa Meo +2Physics-Informed ML Attention Mechanisms
Computer Science Department, University of Turin, Turin, Italy · LISTIC Laboratory, Université Savoie Mont Blanc, Annecy-le-vieux, France · Interuniversity Department of Regional and Urban Studies and Planning, Politecnico di Torino and University of Turin, Turin, Italy
Spatio-temporal probabilistic forecast using MMAF-guided learning
Mar 16, 2026Leonardo Bardi, Imma Valentina Curato, Lorenzo ProiettiBayesian Neural Networks Spatiotemporal Forecasting
Department of Mathematics TU Chemnitz Reichenhainer Straße 41
Deep Generative Spatiotemporal Engression for Probabilistic Forecasting of Epidemics
Mar 7, 2026Rajdeep Pathak, Tanujit ChakrabortyEpidemic Forecasting Spatiotemporal Forecasting
SAFIR, Sorbonne University Abu Dhabi, United Arab Emirates · SCAI, Sorbonne Université, Paris, France
UniMamba: A Unified Spatial-Temporal Modeling Framework with State-Space and Attention Integration
Mar 6, 2026Xingsheng Chen, Xianpei Mu, Deyu Yi +6Multivariate Time Series Forecasting Long-Term Time Series Forecasting
School of Computing and Data Science, The University of Hong Kong, Hong Kong, China · School of Information Engineering, Beijing Institute of Graphic Communication, Beijing, China · Innovation Engineering College, Macau University of Science and Technology, Macau, China +1
UniST-Pred: A Robust Unified Framework for Spatio-Temporal Traffic Forecasting in Transportation Networks Under Disruptions
Feb 15, 2026Yue Wang, Djellel Difallah, Areg Karapetyan +1Intelligent Transportation Systems Spatiotemporal Forecasting
New York University Abu Dhabi
Probabilistic NDVI Forecasting from Sparse Satellite Time Series and Weather Covariates
Feb 4, 2026Irene Iele, Giulia Romoli, Daniele Molino +4Irregular Time-Series Modeling Multivariate Time Series Forecasting
Unit of Artificial Intelligence and Computer Systems, Universit`a Campus Bio-Medico di Roma, Italy · Department of Diagnostics and Intervention, Biomedical Engineering and Radiation Physics, Ume˚a University, Sweden · Department of Naval, Electrical, Electronics and Telecommunications Engineering, University of Genoa, Italy
OccStress: Stress-Testing the 4D Occupancy Forecasting Chain
Dec 17, 2025Yu Zheng, Jie Hu, Jiaqi Xiong +4Forecasting Benchmarks 3D Occupancy Prediction
Hunan University · ETH Zurich
HieraMix: A Hierarchical MLP-Mixer for Large-Scale Traffic Forecasting
Nov 26, 2025Yongyao Wang, Xie Yu, Jingyuan Wang +2Intelligent Transportation Systems Spatiotemporal Forecasting
1State Key Laboratory of Complex & Critical Software Environment (SKLCCSE) · School of Computer Science and Engineering, Beihang University, Beijing, China · 3MOE Engineering Research Center of Advanced Computer Application Technology, Beihang University, China
A Space-Time Transformer for Precipitation Nowcasting
Nov 14, 2025Levi Harris, Tianlong ChenPrecipitation Forecasting Transformer
UNC Chapel Hill
LLM4Delay: Flight Delay Prediction via Cross-Modality Adaptation of Large Language Models and Aircraft Trajectory Representation
Oct 24, 2025Thaweerath Phisannupawong, Joshua Julian Damanik, Han-Lim ChoiAir Traffic Management Intelligent Transportation Systems
Department of Aerospace Engineering, Korea Advanced Institute of Science and Technology, Daejeon, 34141, Republic of Korea.
NeMo-map: Neural Implicit Flow Fields for Spatio-Temporal Motion Mapping
Oct 16, 2025Yufei Zhu, Shih-Min Yang, Andrey Rudenko +3Implicit Neural Representations Spatiotemporal Forecasting
Orebro University, Sweden · Technical University of Munich, Germany · Aalto University, Finland

Apr 29, 2026, cs.LGJ/K move · Enter open · S save

STLGT: A Scalable Trace-Based Linear Graph Transformer for Tail Latency Prediction in Microservices

Yongliang Ding, Qigong Bi, Peng Pu

East China Normal University Shanghai, China

Efficient Neural Network Inference Microservice Architecture Spatiotemporal Forecasting Graph Transformer

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Accurate end-to-end tail-latency forecasting is critical for proactive SLO management in microservice systems. However, modeling long-range dependency propagation and non-stationary, bursty workloads while maintaining inference efficiency at scale remains challenging. We present STLGT (Scalable Trace-based Linear Graph Transformer), a per-API predictor that encodes traces as span graphs for multi-step p95 tail-latency forecasting. STLGT uses a structure-aware linear graph Transformer to propagate cross-service dependencies with inference time linear in span graph size, and a decoupled temporal module to capture workload dynamics. Across a personalized education microservice application, DeathStarBench, and Alibaba traces, STLGT improves forecasting accuracy over PERT-GNN by 8.5% MAPE on average and achieves up to 12x faster CPU inference at N=32, matching the maximum span graph size after preprocessing the Alibaba traces. Ablation studies further demonstrate the effectiveness of each component, especially under bursty traffic.

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Latest papers 279