Search Results - RepositoryStats

Bigscity-LibCity LibCity

155

851

apache-2.0

9

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

Created 2020-12-12

309 commits to master branch, last one 8 days ago

BasicTS zezhishao

84

459

apache-2.0

6

A Standard and Fair Time Series Forecasting Benchmark and Toolkit.

time-series benchmarking traffic-forecasting long-time-series-forecasting

Created 2022-02-21

440 commits to master branch, last one 23 days ago

STEP zezhishao

34

319

apache-2.0

5

Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

pre-training traffic-forecasting graph-neural-networks multivariate-time-series

Created 2022-02-08

71 commits to github branch, last one 6 months ago

traffic_prediction aprbw

46

263

mit

11

Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).

cnn gcn lstm mxnet pytorch attention tensorflow timeseries forecasting time-series transformer neural-network traffic-prediction traffic-forecasting timeseries-forecasting time-series-forecasting traffic-flow-prediction traffic-flow-forecasting

Created 2020-09-06

109 commits to master branch, last one 7 months ago

Spatio-Temporal-papers Knowledge-Precipitation-Tribe

74

230

unknown

10

This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.

ailab paper datasets gnn-traffic traffic-data traffic-flow infrastructure flow-prediction spatio-temporal urban-computing demand-prediction demand-forecasting traffic-prediction traffic-forecasting urban-computing-papers temporal-graph-networks spatio-temporal-networks graph-convolutional-networks

Created 2020-03-11

156 commits to master branch, last one 2 years ago

Bigscity-LibCity-PaperList LibCity

23

203

unknown

6

Paper list in traffic prediction field

libcity paper-list map-matching deep-learning spatio-temporal network-embedding traffic-prediction traffic-forecasting graph-neural-networks estimated-time-of-arrival spatio-temporal-prediction

Created 2021-05-28

26 commits to master branch, last one 2 years ago

STID zezhishao

23

159

unknown

5

Code for our CIKM'22 paper Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting.

baseline traffic-forecasting multivariate-time-series

Created 2022-05-29

14 commits to master branch, last one about a year ago

D2STGNN zezhishao

15

138

unknown

2

Code for our VLDB'22 paper Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting.

traffic-forecasting

Created 2022-01-04

15 commits to github branch, last one about a year ago

ST-SSL Echo-Ji

24

130

unknown

2

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

aaai adaptive fairness robustness data-mining data-augmentation graph-augmentation location-embedding traffic-forecasting contrastive-learning spatio-temporal-data graph-neural-networks representation-learning robust-machine-learning traffic-flow-prediction self-supervised-learning spatio-temporal-prediction

Created 2022-12-02

14 commits to main branch, last one 5 months ago

Awesome-Traffic-Prediction Coolgiserz

27

119

unknown

3

Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.

deep-learning flow-prediction traffic-prediction traffic-forecasting spatio-temporal-networks

Created 2020-11-25

56 commits to main branch, last one about a year ago

STG-NCDE jeongwhanchoi

22

116

mit

2

"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022

stg-ncde time-series spatio-temporal traffic-forecasting graph-neural-networks spatio-temporal-graph differential-equations

Created 2021-09-05

9 commits to main branch, last one about a month ago

MegaCRN deepkashiwa20

14

91

mit

2

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

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

Created 2022-11-21

124 commits to main branch, last one 5 months ago

STGM Mouradost

12

79

mit

3

STGM: Spatio-Temporal Graph Mixformer for Traffic Forecasting

gnn-model attention-mechanism traffic-forecasting spatio-temporal-prediction

Created 2022-10-14

22 commits to main branch, last one 8 months ago

STWave LMissher

4

62

unknown

2

[ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks

icde2023 graph-wavelets spatio-temporal urban-computing graph-transformer wavelet-transform traffic-forcasting traffic-forecasting graph-neural-networks time-series-forecasting graph-attention-networks intelligent-transportation-systems

Created 2022-07-24

22 commits to main branch, last one 2 months ago

DDGCRN wengwenchao123

13

55

unknown

2

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

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

Created 2022-11-19

61 commits to main branch, last one 2 days ago

DASTNet YihongT

5

42

unknown

1

Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"

traffic cikm2022 time-series spatio-temporal urban-computing transfer-learning traffic-prediction traffic-forecasting adversarial-learning time-series-forecasting traffic-flow-forecasting spatial-temporal-forecasting

Created 2021-12-15

34 commits to master branch, last one about a year ago

TrendGCN juyongjiang

1

42

mit

3

[CIKM 2023] This is the official source code of "TrendGCN: Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting" based on Pytorch.

deep-learning dynamic-graph adaptive-graph traffic-forecasting time-series-forecasting graph-convolutional-networks generative-adversarial-network

Created 2022-06-30

28 commits to master branch, last one 10 months ago