Search Results - RepositoryStats

216

2.5k

unknown

75

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

421 commits to main branch, last one 9 hours ago

pbdl-book tum-pbs

170

1.1k

unknown

28

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

fluids pde-solvers deep-learning machine-learning bayesian-inference probabilistic-models numerical-simulations artificial-intelligence spatio-temporal-prediction

Created 2021-01-04

395 commits to main branch, last one 4 days ago

Bigscity-LibCity LibCity

176

988

apache-2.0

9

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

Created 2020-12-12

325 commits to master branch, last one 3 months ago

Time-Series-Works-Conferences lixus7

92

885

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

838 commits to main branch, last one 29 days ago

Trajectron-plus-plus StanfordASL

193

701

mit

21

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 2 years ago

GeoTorchAI wherobots

38

499

agpl-3.0

14

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

45

341

apache-2.0

12

[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

37 commits to main branch, last one 2 months ago

tsl TorchSpatiotemporal

33

316

mit

9

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

350 commits to main branch, last one 6 days ago

Traffic-Prediction-Open-Code-Summary aptx1231

58

258

mit

2

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

PDFormer BUAABIGSCity

37

232

mit

1

[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-PaperList LibCity

25

223

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

31 commits to master branch, last one 9 months ago

Bigscity-LibCity-Datasets LibCity

22

202

apache-2.0

3

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

STD-MAE Jimmy-7664

15

181

unknown

2

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

traffic-prediction timeseries-forecasting self-supervised-learning spatio-temporal-prediction

Created 2022-11-29

164 commits to main branch, last one 5 days ago

ST-SSL Echo-Ji

30

174

unknown

1

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

18 commits to main branch, last one 3 months ago

ST-EVCDP IntelligentSystemsLab

33

144

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

45 commits to main branch, last one 4 days ago

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

18

121

unknown

4

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 9 months ago

STResNet snehasinghania

47

110

unknown

3

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

OpenCity HKUDS

15

104

unknown

0

"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 7 months ago

STGM Mouradost

19

98

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

8

96

unknown

3

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

DDGCRN wengwenchao123

14

80

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

62 commits to main branch, last one 3 months ago

GPT-ST HKUDS

6

76

apache-2.0

1

[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 9 months ago

FlashST HKUDS

5

69

apache-2.0

1

[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 7 months ago

T-GCN-PyTorch martinwhl

7

62

mit

1

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

17

54

mit

1

[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 2 years ago

GraphST HKUDS

2

53

unknown

2

[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

27 commits to main branch, last one 3 months ago

ST-ResNet topazape

5

40

unlicense

2

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

cnn pytorch spatio-temporal-prediction

Created 2022-08-21

29 commits to main branch, last one 2 years ago

PatchSTG LMissher

5

34

mit

1

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

sigkdd kdd2025 spatial-analysis traffic-prediction traffic-forecasting spatial-partitioning time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatio-temporal-forecasting spatial-temporal-forecasting

Created 2024-12-13

10 commits to main branch, last one 3 months ago