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spatio-temporal-modeling

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lixus7 /Time-Series-Works-Conferences

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

deep-learning time-series location spatio-temporal demand-forecasting probabilistic-models spatio-temporal-data anomaly-detection traffic-prediction spatio-temporal-modeling accident-detection multivariate-timeseries time-series-prediction spatio-temporal-prediction time-series-forecasting paper-list time-series-imputation travel-time-prediction

UpdatedMar 6, 2025

ChenHongruixuan /ChangeMamba

[IEEE TGRS 2024] ChangeMamba: Remote Sensing Change Detection Based on Spatio-Temporal State Space Model

python pytorch remote-sensing mamba earth-observation spatio-temporal-modeling disaster-response change-detection state-space-model building-damage-assessment semantic-change-detection changemamba cd-mamba mamba-cd change-mamba binary-change-detection cdmamba mambacd building-damage-mapping land-cover-change

UpdatedJun 1, 2025
Python

Yunbo426 /predrnn-pp

Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)

deep-learning spatio-temporal-modeling video-prediction

UpdatedOct 9, 2019
Python

LMissher /Awesome-Spatio-Temporal-Foundation-Models

A survey and paper list of current Spatio-Temporal Foundation Models from the pipeline perspective with awesome resources (paper, code, survey, etc.).

spatial-data spatio-temporal spatio-temporal-analysis time-series-analysis spatio-temporal-data spatio-temporal-modeling spatio-temporal-prediction spatio-temporal-graph spatial-temporal-data foundation-models

UpdatedJun 10, 2025

deepkashiwa20 /MegaCRN

[AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"

graph-convolutional-networks spatio-temporal-modeling graph-neural-networks traffic-forecasting multivariate-time-series-prediction convolutional-recurrent-network

UpdatedDec 23, 2023
Python

underdoc-wang /ST-MGCN

[AAAI'19] Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting (Pytorch Replication)

spatio-temporal-modeling graph-neural-networks

UpdatedMay 17, 2021
Python

pcraster /pcraster

Environmental modeling software

python cpp simulation earth-science hydrology modflow spatio-temporal-modeling

UpdatedNov 4, 2025
C++

wengwenchao123 /DDGCRN

[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting

pytorch traffic-prediction spatio-temporal-modeling spatio-temporal-prediction traffic-flow-prediction traffic-forecasting

UpdatedSep 2, 2025
Python

UString

Cogito2012 /UString

[ACM MM 2020] Uncertainty-based Traffic Accident Anticipation

traffic-analysis accidents uncertainty-estimation bayesian-neural-networks spatio-temporal-modeling

UpdatedSep 2, 2023
Python

Squeeze-and-Recursion-Temporal-Gates

alexandrosstergiou /Squeeze-and-Recursion-Temporal-Gates

Code for : [Pattern Recognit. Lett. 2021] "Learn to cycle: Time-consistent feature discovery for action recognition" and [IJCNN 2021] "Multi-Temporal Convolutions for Human Action Recognition in Videos".

activity-recognition pytorch action-recognition hacs 3d-cnn spatio-temporal-modeling kinetics-datasets recursion-temporal-gates moments-in-time

UpdatedAug 31, 2022
Python

meowoodie /Reinforcement-Learning-of-Spatio-Temporal-Point-Processes

A general framework for learning spatio-temporal point processes via reinforcement learning

python machine-learning reinforcement-learning tensorflow gaussian-mixture-models point-process spatio-temporal spatio-temporal-modeling heterogeneous-gaussian-mixture

UpdatedJan 6, 2021
Python

xzr12 /PredCNN

Code release for "PredCNN: Predictive Learning with Cascade Convolutions" (IJCAI 2018)

deep-learning spatio-temporal-modeling video-prediction

UpdatedAug 15, 2018
Python

giscience-fsu /sperrorest

Spatial error estimation and variable importance

machine-learning cross-validation statistical-learning rstats r-package spatial-statistics spatio-temporal-modeling

UpdatedJan 30, 2025
R

eren-ck /st_optics

ST-OPTICS: Spatio-temporal clustering based on OPTICS

clustering optics spatio-temporal spatio-temporal-analysis spatio-temporal-data optics-clustering spatio-temporal-modeling

UpdatedJul 19, 2021
Python

hilbert9221 /NRI-MPM

Code for Neural Relational Inference with Efficient Message Passing Mechanisms (AAAI 2021).

spatio-temporal-modeling graph-neural-networks neural-relational-inference

UpdatedMay 9, 2021
Python

underdoc-wang /STC-GNN

[CIKM'21] Spatio-Temporal-Categorical Graph Neural Networks for Fine-Grained Multi-Incident Co-Prediction

spatio-temporal-modeling graph-neural-networks

UpdatedDec 29, 2021
Python

underdoc-wang /EAST-Net

[AAAI'22] Event-Aware Multimodal Mobility Nowcasting

spatio-temporal-modeling graph-neural-networks

UpdatedSep 12, 2022
Python

iSiddharth20 /Generative-AI-Based-Spatio-Temporal-Fusion

A Novel Approach leveraging Auto-Encoders, LSTM Networks and Maximum Entropy Principle for Video Super-Resolution (Upscaling and Frame Interpolation)

autoencoder collaborate maximum-entropy-regularization spatio-temporal-modeling lstm-neural-network frame-interpolation video-super-resolution lstm-autoencoder maxent-models generative-ai spatio-temporal-fusion

UpdatedOct 30, 2025
Python

Yangxin666 /STGAE

Code repo for Spatio-Temporal Denoising Graph Autoencoder (STD-GAE)

missing-data spatio-temporal-modeling graph-neural-networks imputation-algorithm photovoltaic-systems

UpdatedSep 6, 2022
Jupyter Notebook

underdoc-wang /EMS-Pred-ICDE-21

[ICDE'21] Forecasting Ambulance Demand with Profiled Human Mobility via Heterogeneous Multi-Graph Neural Networks

spatio-temporal-modeling graph-neural-networks

UpdatedMay 17, 2021
Python

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