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Topic: "spatio-temporal-prediction"

ddz16/TSFpaper

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the type of model.

Size: 1.26 MB - Last synced at: 23 days ago - Pushed at: 24 days ago - Stars: 2,596 - Forks: 226

tum-pbs/pbdl-book

Welcome to the Physics-based Deep Learning Book v0.3 - the GenAI Edition

Language: Jupyter Notebook - Size: 51 MB - Last synced at: 28 days ago - Pushed at: about 2 months ago - Stars: 1,100 - Forks: 174

LibCity/Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

Language: Python - Size: 39.3 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 962 - Forks: 169

lixus7/Time-Series-Works-Conferences

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

Size: 4.21 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 892 - Forks: 92

StanfordASL/Trajectron-plus-plus

Code accompanying the ECCV 2020 paper "Trajectron++: Dynamically-Feasible Trajectory Forecasting With Heterogeneous Data" by Tim Salzmann*, Boris Ivanovic*, Punarjay Chakravarty, and Marco Pavone (* denotes equal contribution).

Language: Jupyter Notebook - Size: 137 MB - Last synced at: about 1 month ago - Pushed at: almost 2 years ago - Stars: 718 - Forks: 196

wherobots/GeoTorchAI

GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale

Language: Jupyter Notebook - Size: 42.4 MB - Last synced at: 14 days ago - Pushed at: over 1 year ago - Stars: 502 - Forks: 37

HKUDS/UrbanGPT

[KDD'2024] "UrbanGPT: Spatio-Temporal Large Language Models"

Language: Python - Size: 15.5 MB - Last synced at: 2 months ago - Pushed at: 2 months ago - Stars: 345 - Forks: 45

TorchSpatiotemporal/tsl

tsl: a PyTorch library for processing spatiotemporal data.

Language: Python - Size: 976 KB - Last synced at: 5 days ago - Pushed at: 6 days ago - Stars: 338 - Forks: 35

aptx1231/Traffic-Prediction-Open-Code-Summary

Summary of open source code for deep learning models in the field of traffic prediction

Size: 243 MB - Last synced at: 2 months ago - Pushed at: over 2 years ago - Stars: 260 - Forks: 58

LibCity/Bigscity-LibCity-PaperList

Paper list in traffic prediction field

Size: 146 KB - Last synced at: 7 months ago - Pushed at: 12 months ago - Stars: 219 - Forks: 24

LibCity/Bigscity-LibCity-Datasets

Traffic data processing tools in LibCity

Language: Python - Size: 1.08 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 205 - Forks: 22

Jimmy-7664/STD-MAE

[IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting

Language: Python - Size: 380 MB - Last synced at: 25 days ago - Pushed at: 25 days ago - Stars: 203 - Forks: 18

IntelligentSystemsLab/ST-EVCDP

A real-world dataset for EV-related research, e.g., spatiotemporal prediction and urban energy management.

Language: Python - Size: 12 MB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 160 - Forks: 37

Echo-Ji/ST-SSL

ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction

Language: Python - Size: 14.9 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 158 - Forks: 29

yoshall/GeoMAN

Tensorflow Implementation of GeoMAN, IJCAI-18

Language: Python - Size: 7.43 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 137 - Forks: 54

snehasinghania/STResNet

A TensorFlow Implementation of Deep Spatio-Temporal Residual Networks (ST-ResNet): https://arxiv.org/abs/1610.00081

Language: Python - Size: 1.56 MB - Last synced at: 8 months ago - Pushed at: over 3 years ago - Stars: 107 - Forks: 47

Mouradost/STGM

STGM: Spatio-Temporal Graph Mixformer for Traffic Forecasting

Language: Jupyter Notebook - Size: 4.07 MB - Last synced at: 2 months ago - Pushed at: over 1 year ago - Stars: 98 - Forks: 20

wengwenchao123/DDGCRN

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

Language: Python - Size: 21.8 MB - Last synced at: 25 days ago - Pushed at: 26 days ago - Stars: 83 - Forks: 14

BUAABIGSCity/PDFormer

[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.

Language: Python - Size: 8.33 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 74 - Forks: 16

NickHan-cs/Spatio-Temporal-Data-Mining-Survey

Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.

Size: 243 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 71 - Forks: 12

HKUDS/GPT-ST

[NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"

Language: Python - Size: 67.5 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 53 - Forks: 3

HKUDS/GraphST

[ICML'2023] "GraphST: Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation"

Language: Python - Size: 2.08 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 49 - Forks: 2

gengdd/Awesome-Time-Series-Spatio-Temporal

Awesome Time-Series and Spatio-Temporal Related

Size: 15.6 KB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 44 - Forks: 4

topazape/ST-ResNet

Implementation of the paper - Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction

Language: Python - Size: 48 MB - Last synced at: 5 days ago - Pushed at: over 2 years ago - Stars: 41 - Forks: 5

AmitRoy7781/USTGCN

[IJCNN 2021] Unified Spatio-Temporal modeling for traffic forecasting using Graph Convolutional Network

Language: Python - Size: 23.6 MB - Last synced at: 3 months ago - Pushed at: 9 months ago - Stars: 33 - Forks: 12

martinwhl/T-GCN-PyTorch

A PyTorch implementation of T-GCN

Language: Python - Size: 3.06 MB - Last synced at: about 2 years ago - Pushed at: about 2 years ago - Stars: 29 - Forks: 5

BUAABIGSCity/KDDCUP2022

[KDD CUP 2022] 11th place solution of Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022

Language: Python - Size: 76 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 29 - Forks: 10

HKUDS/FlashST

[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"

Language: Python - Size: 20.1 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 22 - Forks: 1

HKUDS/CL4ST

[CIKM'2023] "CL4ST: Spatio-Temporal Meta Contrastive Learning"

Language: Python - Size: 44.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 17 - Forks: 1

LMissher/PatchSTG

[SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

Language: Python - Size: 31.9 MB - Last synced at: 6 months ago - Pushed at: 6 months ago - Stars: 14 - Forks: 2

HKUDS/OpenCity

"OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction"

Language: Python - Size: 4.69 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 12 - Forks: 0

ArsamAryandoust/DataSelectionMaps 📦

Enhanced spatio-temporal electric load forecasts with less data using active deep learning

Language: Jupyter Notebook - Size: 875 MB - Last synced at: 2 days ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 4

wengwenchao123/PDG2Seq

[Neural Networks] PDG2Seq: Periodic Dynamic Graph to Sequence model for Traffic Flow Prediction

Language: Python - Size: 20.5 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 11 - Forks: 0

SonghuaHu-UMD/MultiSTGraph

A Multi-graph Multi-head Adaptive Temporal Graph Convolutional Network

Language: Python - Size: 36.2 MB - Last synced at: 6 days ago - Pushed at: about 2 years ago - Stars: 10 - Forks: 2

dscheepens/Deep-RNN-for-extreme-wind-speed-prediction

Paper code for "Adapting a deep convolutional RNN model with imbalanced regression loss for improved spatio-temporal forecasting of extreme wind speed events in the short-to-medium range".

Language: Jupyter Notebook - Size: 803 MB - Last synced at: 10 months ago - Pushed at: 10 months ago - Stars: 8 - Forks: 4

tumeteor/neurips2019challenge

Solution for our Neurips 2019 challenge on traffic movie forecasting

Language: Python - Size: 23.4 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 8 - Forks: 1

WooheonHong/StemGNN

Reproduce - Traffic_prediction - StemGNN(NeurIPS20)

Language: Python - Size: 29.3 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 8 - Forks: 1

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.).

Size: 415 KB - Last synced at: 20 days ago - Pushed at: 20 days ago - Stars: 7 - Forks: 0

romnn/rail-stgcnn

Using recurrent Spatio-Temporal Graph Convolutional Neural Networks to improve ETA predictions of cargo railway transportation.

Language: Python - Size: 849 KB - Last synced at: about 1 month ago - Pushed at: almost 5 years ago - Stars: 6 - Forks: 2

RongHuHu/HACA-Net

[under review] Official PyTorch Implementation of "Cross-modal Autoregressive Network based on History Aggregation for Trajectory Prediction".

Language: Python - Size: 16.9 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 0

Siddharth-Rout/deepADRnet

Implementation of Advection Augmented Convolutional Neural Networks for NeurIPS 2024

Language: Python - Size: 42 KB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 5 - Forks: 1

JingweiZuo/PurpleAirSF

PurpleAirSF: datasets for realistic air quality forecasting

Language: Python - Size: 2.85 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0

Alex4AI/Spatiotemporal-PM10-concentration-prediction

Multivariate Time Series Forecasting Project

Language: Jupyter Notebook - Size: 318 KB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 4 - Forks: 0

jonasmmiguel/wind-stf

Review, implementation, and comparison of several spatio-temporal forecasting approaches in a use case of wind power generation in Germany. We consider statistical, machine learning, and hybrid methods.

Language: Python - Size: 127 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 3 - Forks: 1

zhou100/Panel-Data-Cross-Validation

code repo for "Performance evaluation for forecasting modeling with spatiotemporal structures in data"

Language: R - Size: 147 MB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 3 - Forks: 1

LibCity/M-LibCity

M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore

Language: Python - Size: 189 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 2 - Forks: 1

BNN-UPC/Atom_Neural_Traffic_Compression

This repository contains de code and instructions to train the models and prepare the datasets for the experiments in the paper "Atom: Neural Traffic Compression with Spatio-Temporal Graph Neural Networks" accepted at the 2nd ACM CONEXT GNNet 2023 Workshop.

Language: Python - Size: 4.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

shadowbourne/ST-ResNet-Pytorch Fork of BruceBinBoxing/ST-ResNet-Pytorch

Deep Spatio-Temporal Residual Networks for Mobile Location Data Prediction (instead of original Crowd Flow Prediction) - Modified ST-ResNet

Language: Python - Size: 48.6 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

underdoc-wang/demo_LBJ19

Sample code for video-like crowd prediction

Language: Python - Size: 4.82 MB - Last synced at: about 1 year ago - Pushed at: over 5 years ago - Stars: 2 - Forks: 1

ChenYW68/HDCM

An efficient and effective Bayesian calibration apporach for large-scale raw numerical model outputs

Language: HTML - Size: 572 MB - Last synced at: about 2 months ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

Yi-Eaaa/FlexiCrime

FlexiCrime: A crime prediction model capable of making predictions over flexible time intervals.

Language: Python - Size: 10.7 MB - Last synced at: 11 months ago - Pushed at: 11 months ago - Stars: 1 - Forks: 0

EdWangLoDaSc/DSVOT

Sample codes for training of dynamical system prediction from sparse observations using deep neural networks with Voronoi tessellation and physics constraints (DSOVT) by Wang et al.

Language: Jupyter Notebook - Size: 29.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

HowardZorn/ST-MAN

ST-MAN: Spatio-Temporal Multimodal Attention Network for Traffic Prediction (KSEM 2023)

Language: Python - Size: 18.6 KB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

AnilOsmanTur/Spatio-Temporal-Event-Prediction

Spatio-Temporal event prediction with different ml and dl algorithms.

Language: Jupyter Notebook - Size: 1.65 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 1 - Forks: 1

sevalous/traffic-accident-prediction

This repository contains a study on predicting and preventing traffic accidents using machine learning in Greater London. It also examines how to automate these processes with MLOps. 🚦🛠️

Language: Python - Size: 26.8 MB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 0 - Forks: 0

lqwaw23555/spatiotemporal_data_library

The spatiotemporal_data_library provides an easy way to access and manage diverse Earth observation datasets. 🌍 With this library, users can efficiently work with data from sources like ERA5 and PO.DAAC, streamlining their research process. 🛠️

Language: Python - Size: 36.1 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

ShotDownDiane/M-LibCity Fork of LibCity/M-LibCity

M-LibCity:基于Mindspore的城市时空预测模型开源算法库

Language: Python - Size: 210 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

MacObri/spatiotemporal-conflictmap

Predicting the temporal and geographical occurrence of conflicts in Myanmar with two paradigms of spatiotemporal networks.

Language: Jupyter Notebook - Size: 1.26 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

park4264/Spatio-Temporal-Prediction-Using-Deep-Neural-Networks

Park. (2023). Master's Thesis. Department of Statistics. Seoul National University.

Language: Jupyter Notebook - Size: 15.5 MB - Last synced at: over 1 year ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

ChenYW68/ADCM

An additive dynamic model for correcting raw numerical model outputs using data from other sources, including readings collected at ground monitoring networks and weather outputs from other numerical models.

Language: R - Size: 39.5 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

Related Topics
deep-learning 23 traffic-prediction 14 spatio-temporal 12 spatio-temporal-data 11 traffic-flow-prediction 10 pytorch 10 graph-neural-networks 9 traffic-forecasting 9 spatio-temporal-analysis 7 urban-computing 6 libcity 6 machine-learning 5 time-series-forecasting 5 trajectory-prediction 5 traffic 4 time-series-prediction 4 traffic-speed-prediction 4 map-matching 4 time-series 4 estimated-time-of-arrival 4 spatio-temporal-graph 4 spatio-temporal-modeling 4 data-mining 3 representation-learning 3 paper-list 3 smart-cities 3 contrastive-learning 3 traffic-accident-prediction 3 deep-neural-networks 3 gnn 3 pre-trained-model 2 self-supervised-learning 2 spatio-temporal-models 2 attention-mechanism 2 spatial-temporal-data 2 fundation-models 2 rnn 2 transformer 2 toolkit 2 classification-model 2 nuscenes 2 wind-power-forecasting 2 time-series-analysis 2 probabilistic-models 2 tensorflow 2 temporal-graphs 2 temporal-data 2 on-demand-service 2 spatiotemporal-forecasting 2 spatiotemporal-data-analysis 2 travel-time-prediction 2 spatiotemporal-data 2 spatiotemporal 2 st-resnet 2 trajectory 2 eta 2 geographical-spatial-dependencies 1 random-forest 1 semantic-spatial-correlations 1 sequlize 1 temporal-block 1 traffic-accident-risk-forecasting 1 advection-diffusion-reaction 1 cnn-model 1 pushforward 1 graph-neural-network 1 attention-network 1 crime-prediction 1 flexible-prediction 1 spatio-temporal-point-processes 1 convlstm 1 forecasting 1 imbalanced-regression 1 loss-functions 1 wind-speed-prediction 1 graph-representation-learning 1 large-models 1 autonomous-vehicles 1 human-robot-interaction 1 human-trajectory-prediction 1 decision-support-system 1 decision-trees 1 express 1 generative-adversarial-network 1 video-generation 1 artificial-intelligence 1 bayesian-inference 1 fluids 1 numerical-simulations 1 pde-solvers 1 gnn-model 1 neural-networks 1 railway 1 cnn 1 instruction-tuning 1 large-language-models 1 urban-data-science 1 eletric-vehicle 1 graph-learning 1 paper-lists 1