Spatio-Temporal Forecasting

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

1 subtask in the archive's task tree.

Most implemented papers archive 2025-07-28

30 shown of 50 papers with code (87 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Diffusion Convolutional Recurrent Neural Network: Data-Driven Traffic Forecasting
  6 Jul 2017 19 repositories listed Syntology ran 17 of 35 samples · 18 unverified · 15 pointer-only (licence)
  Spatiotemporal forecasting has various applications in neuroscience, climate and transportation domain.
• Adaptive Graph Convolutional Recurrent Network for Traffic Forecasting
  6 Jul 2020 3 repositories listed Syntology ran 5 of 7 samples · 2 unverified · 1 pointer-only (licence)
  We further propose an Adaptive Graph Convolutional Recurrent Network (AGCRN) to capture fine-grained spatial and temporal correlations in traffic series automatically based on the two modules and recurrent networks.
• Spatiotemporal Multi-Graph Convolution Networkfor Ride-hailing Demand Forecasting
  20 Jan 2019 3 repositories listed
  This task is challenging due to the complicated spatiotemporal dependencies among regions.
• ImageFlowNet: Forecasting Multiscale Image-Level Trajectories of Disease Progression with Irregularly-Sampled Longitudinal Medical Images
  20 Jun 2024 2 repositories listed Syntology ran 7 of 7 samples · 0 unverified · 7 pointer-only (licence)
  We validate ImageFlowNet on three longitudinal medical image datasets depicting progression in geographic atrophy, multiple sclerosis, and glioblastoma, demonstrating its ability to effectively forecast disease…
• Prediction-based One-shot Dynamic Parking Pricing
  30 Aug 2022 2 repositories listed
  Owing to the continuous and bijective characteristics of NODEs, in addition, we design a one-shot price optimization method given a pre-trained prediction model, which requires only one iteration to find the optimal…
• Multivariate Time-series Anomaly Detection via Graph Attention Network
  4 Sep 2020 2 repositories listed Syntology ran 3 of 8 samples · 5 unverified
  Anomaly detection on multivariate time-series is of great importance in both data mining research and industrial applications.
• Deep Forecast: Deep Learning-based Spatio-Temporal Forecasting
  24 Jul 2017 2 repositories listed
  The paper presents a spatio-temporal wind speed forecasting algorithm using Deep Learning (DL)and in particular, Recurrent Neural Networks(RNNs).
• Bilinear Spatiotemporal Fusion Network: An efficient approach for traffic flow prediction
  1 Apr 2025 1 repository listed
  Accurate traffic flow forecasting is critical for intelligent transportation systems, yet increasing model complexity in spatiotemporal graph neural networks does not always yield proportional gains.
• ZAPBench: A Benchmark for Whole-Brain Activity Prediction in Zebrafish
  4 Mar 2025 1 repository listed Syntology ran 0 of 5 samples · 5 unverified
  Data-driven benchmarks have led to significant progress in key scientific modeling domains including weather and structural biology.
• Temporal Graph MLP Mixer for Spatio-Temporal Forecasting
  17 Jan 2025 1 repository listed
  Spatiotemporal forecasting is critical in applications such as traffic prediction, climate modeling, and environmental monitoring.
• Spatio-Temporal Forecasting of PM2.5 via Spatial-Diffusion guided Encoder-Decoder Architecture
  18 Dec 2024 1 repository listed
  One such example is forecasting the concentration of fine particulate matter (PM2.
• Infinite-dimensional next-generation reservoir computing
  13 Dec 2024 1 repository listed Syntology ran 0 of 5 samples · 5 unverified · 5 pointer-only (licence)
  Next-generation reservoir computing (NG-RC) has attracted much attention due to its excellent performance in spatio-temporal forecasting of complex systems and its ease of implementation.
• CausalMob: Causal Human Mobility Prediction with LLMs-derived Human Intentions toward Public Events
  3 Dec 2024 1 repository listed
  In this study, we propose a causality-augmented prediction model, called CausalMob, to analyze the causal effects of public events.
• Expand and Compress: Exploring Tuning Principles for Continual Spatio-Temporal Graph Forecasting
  16 Oct 2024 1 repository listed Syntology ran 3 of 3 samples · 0 unverified · 3 pointer-only (licence)
  The widespread deployment of sensing devices leads to a surge in data for spatio-temporal forecasting applications such as traffic flow, air quality, and wind energy.
• REGIONAL DATASETS FOR AIR QUALITY MONITORING IN EUROPEAN CITIES
  12 Jul 2024 1 repository listed
  The primary environmental health threat in the WHO European Region is air pollution, impacting the daily health and well-being of its citizens significantly.
• Spatiotemporal Forecasting of Traffic Flow using Wavelet-based Temporal Attention
  5 Jul 2024 1 repository listed
  Spatiotemporal forecasting of traffic flow data represents a typical problem in the field of machine learning, impacting urban traffic management systems.
• M4Fog: A Global Multi-Regional, Multi-Modal, and Multi-Stage Dataset for Marine Fog Detection and Forecasting to Bridge Ocean and Atmosphere
  19 Jun 2024 1 repository listed
  Marine fog poses a significant hazard to global shipping, necessitating effective detection and forecasting to reduce economic losses.
• STEMO: Early Spatio-temporal Forecasting with Multi-Objective Reinforcement Learning
  6 Jun 2024 1 repository listed Syntology ran 4 of 4 samples · 0 unverified · 4 pointer-only (licence)
  Accuracy and timeliness are indeed often conflicting goals in prediction tasks.
• FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction
  28 May 2024 1 repository listed Syntology ran 10 of 15 samples · 5 unverified
  Additionally, we incorporate a distribution mapping mechanism to align the data distributions of pre-training and downstream data, facilitating effective knowledge transfer in spatio-temporal forecasting.
• Multi-Modality Spatio-Temporal Forecasting via Self-Supervised Learning
  6 May 2024 1 repository listed Syntology ran 7 of 8 samples · 1 unverified · 8 pointer-only (licence)
  Multi-modality spatio-temporal (MoST) data extends spatio-temporal (ST) data by incorporating multiple modalities, which is prevalent in monitoring systems, encompassing diverse traffic demands and air quality…
• Low-rank Adaptation for Spatio-Temporal Forecasting
  11 Apr 2024 1 repository listed Syntology ran 0 of 1 samples · 1 unverified
  Spatio-temporal forecasting is crucial in real-world dynamic systems, predicting future changes using historical data from diverse locations.
• Enhancing Topological Dependencies in Spatio-Temporal Graphs with Cycle Message Passing Blocks
  29 Jan 2024 1 repository listed
  The Cy2Mixer is composed of three blocks based on MLPs: A temporal block for capturing temporal properties, a message-passing block for encapsulating spatial information, and a cycle message-passing block for enriching…
• Does Vector Quantization Fail in Spatio-Temporal Forecasting? Exploring a Differentiable Sparse Soft-Vector Quantization Approach
  6 Dec 2023 1 repository listed
  Spatio-temporal forecasting is crucial in various fields and requires a careful balance between identifying subtle patterns and filtering out noise.
• Unleashing Realistic Air Quality Forecasting: Introducing the Ready-to-Use PurpleAirSF Dataset
  24 Jun 2023 1 repository listed
  Air quality forecasting has garnered significant attention recently, with data-driven models taking center stage due to advancements in machine learning and deep learning models.
• FRIGATE: Frugal Spatio-temporal Forecasting on Road Networks
  14 Jun 2023 1 repository listed
  In addition, FRIGATE is robust to frugal sensor deployment, changes in road network connectivity, and temporal irregularity in sensing.
• Operator Learning with Neural Fields: Tackling PDEs on General Geometries
  12 Jun 2023 1 repository listed Syntology ran 1 of 6 samples · 5 unverified
  Machine learning approaches for solving partial differential equations require learning mappings between function spaces.
• SERT: A Transfomer Based Model for Spatio-Temporal Sensor Data with Missing Values for Environmental Monitoring
  5 Jun 2023 1 repository listed
  We propose two models that are capable of performing multivariate spatio-temporal forecasting while handling missing data naturally without the need for imputation.
• Graph-based Multi-ODE Neural Networks for Spatio-Temporal Traffic Forecasting
  30 May 2023 1 repository listed
  Current works primarily rely on road networks with graph structures and learn representations using graph neural networks (GNNs), but this approach suffers from over-smoothing problem in deep architectures.
• Dynamic Causal Explanation Based Diffusion-Variational Graph Neural Network for Spatio-temporal Forecasting
  16 May 2023 1 repository listed
  Also, by F1-score and probability distribution analysis, we demonstrate that DVGNN better reflects the causal relationship and uncertainty of dynamic graphs.
• Weather2K: A Multivariate Spatio-Temporal Benchmark Dataset for Meteorological Forecasting Based on Real-Time Observation Data from Ground Weather Stations
  21 Feb 2023 1 repository listed
  To the best of our knowledge, our Weather2K is the first attempt to tackle weather forecasting task by taking full advantage of the strengths of observation data from ground weather stations.

Syntology lines on 12 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.