Search Results - RepositoryStats

185

2.1k

unknown

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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 typ...

rnn tcn paper-lists time-series transformer deep-learning spatio-temporal time-series-models deep-neural-networks spatio-temporal-data time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatial-temporal-forecasting

Created 2022-06-29

354 commits to main branch, last one 9 days ago

Bigscity-LibCity LibCity

168

928

apache-2.0

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

Created 2020-12-12

324 commits to master branch, last one 7 days ago

Time-Series-Works-Conferences lixus7

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811

mit

23

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

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

Created 2022-03-24

823 commits to main branch, last one 2 months ago

Trajectron-plus-plus StanfordASL

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661

mit

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

nuscenes deep-learning autonomous-vehicles human-robot-interaction spatio-temporal-prediction human-trajectory-prediction

Created 2020-01-08

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

GeoTorchAI wherobots

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484

agpl-3.0

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

deepsat st-resnet raster-data deep-learning sequence-models convlstm-pytorch prediction-model satellite-images segmentation-models classification-model deep-neural-networks spatial-data-analysis spatio-temporal-models satellite-classification spatio-temporal-analysis spatio-temporal-prediction

Created 2022-05-23

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

UrbanGPT HKUDS

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282

apache-2.0

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

smart-cities urban-computing fundation-models pre-trained-model instruction-tuning urban-data-science large-language-models spatio-temporal-prediction

Created 2024-02-21

34 commits to main branch, last one 9 days ago

tsl TorchSpatiotemporal

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273

mit

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tsl: a PyTorch library for processing spatiotemporal data.

gnn pytorch deep-learning temporal-data spatiotemporal spatio-temporal temporal-graphs spatiotemporal-data spatio-temporal-data graph-neural-networks spatio-temporal-graph spatio-temporal-analysis spatio-temporal-prediction spatiotemporal-forecasting spatiotemporal-data-analysis

Created 2022-03-13

326 commits to main branch, last one 3 months ago

Traffic-Prediction-Open-Code-Summary aptx1231

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mit

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

Created 2020-12-26

49 commits to master branch, last one 2 years ago

Bigscity-LibCity-PaperList LibCity

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219

unknown

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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

31 commits to master branch, last one 4 months ago

PDFormer BUAABIGSCity

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209

mit

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

dtw kshape aaai2023 transformer self-attention graph-transformer traffic-prediction traffic-flow-prediction spatio-temporal-prediction multivariate-time-series-prediction

Created 2022-11-19

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

Bigscity-LibCity-Datasets LibCity

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191

apache-2.0

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Traffic data processing tools in LibCity

dataset libcity traffic traffic-data traffic-prediction spatio-temporal-data spatio-temporal-prediction

Created 2021-01-25

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

ST-SSL Echo-Ji

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151

unknown

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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

17 commits to main branch, last one 3 days ago

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

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108

unknown

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

trajectory map-matching spatio-temporal federated-learning traffic-prediction trajectory-analysis spatio-temporal-data trajectory-prediction traffic-signal-control wind-power-forecasting spatio-temporal-analysis estimated-time-of-arrival spatio-temporal-prediction spatio-temporal-representation

Created 2021-07-19

26 commits to master branch, last one 4 months ago

STResNet snehasinghania

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108

unknown

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

tensorflow deep-learning spatio-temporal-prediction

Created 2018-06-21

16 commits to master branch, last one 3 years ago

STGM Mouradost

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96

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 about a year ago

Awesome-Time-Series-Spatio-Temporal gengdd

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unknown

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Awesome Time-Series and Spatio-Temporal Related

awesome trajectory roadnetwork time-series spatio-temporal representation-learning time-series-forecasting spatio-temporal-prediction time-series-anomaly-detection

Created 2023-03-25

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

ST-EVCDP IntelligentSystemsLab

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83

mit

4

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

data-mining graph-learning eletric-vehicle spatio-temporal-prediction

Created 2023-11-01

37 commits to main branch, last one 27 days ago

OpenCity HKUDS

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78

unknown

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

large-models smart-cities urban-computing fundation-models spatio-temporal-prediction

Created 2024-08-12

11 commits to main branch, last one 2 months ago

GPT-ST HKUDS

5

73

apache-2.0

3

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

urban-computing generative-model pre-trained-model graph-neural-networks spatio-temporal-prediction

Created 2023-11-07

15 commits to main branch, last one 5 months ago

DDGCRN wengwenchao123

14

69

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 5 months ago

FlashST HKUDS

3

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apache-2.0

3

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

pre-training smart-cities prompt-tuning urban-computing traffic-flow-prediction spatio-temporal-prediction

Created 2024-05-23

10 commits to main branch, last one 2 months ago

T-GCN-PyTorch martinwhl

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58

mit

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A PyTorch implementation of T-GCN

pytorch deep-learning pytorch-lightning traffic-flow-prediction traffic-flow-forecasting spatio-temporal-prediction

Created 2021-03-16

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

KDDCUP2022 BUAABIGSCity

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mit

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

agcrn mtgnn kddcup2022 deep-learning wind-power-forecasting spatio-temporal-prediction

Created 2022-07-25

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

GraphST HKUDS

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49

unknown

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

urban-computing contrastive-learning graph-neural-networks spatio-temporal-prediction graph-representation-learning

Created 2023-05-25

23 commits to main branch, last one 5 months ago