12 results found Sort:

ddz16
TSFpaper ddz16
191
2.2k
unknown
73
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
367 commits to main branch, last one 3 days ago
KimMeen
Awesome-GNN4TS KimMeen
55
677
unknown
16
[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)
survey awesome time-series temporal-data dynamic-graphs temporal-graphs time-series-analysis graph-neural-networks spatial-temporal-data time-series-imputation time-series-forecasting graph-structure-learning time-series-classification spatial-temporal-forecasting time-series-anomaly-detection
Created 2023-06-19
17 commits to main branch, last one 4 months ago
qitianwu
DIFFormer qitianwu
32
303
unknown
11
The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"
pytorch iclr2023 attention diffusion large-graph transformer graph-transformer pytorch-geometric diffusion-equation node-classification text-classification image-classification graph-neural-networks geometric-deep-learning pytorch-geometric-temporal spatial-temporal-forecasting
Created 2023-03-01
14 commits to main branch, last one about a year ago
shengchaochen82
Awesome-Foundation-Models-for-Weather-and-Climate shengchaochen82
27
186
unknown
6
A comprehesive survey about foundation models for weather and cliamte data understanding.
climate dataset weather ai4earth ai4science largemodel deep-learning climate-change machine-learning foundation-models weather-forecating weather-forecsating time-series-analysis large-language-models spatial-temporal-data representation-learning self-supervised-learning semi-supervised-learning spatial-temporal-forecasting weather-and-climate-understanding
Created 2023-11-13
41 commits to main branch, last one 10 days ago
ai4ce
Occ4cast ai4ce
8
128
apache-2.0
7
Occ4cast: LiDAR-based 4D Occupancy Completion and Forecasting
lidar dataset 3d-to-4d point-cloud 3d-perception computer-vision machine-learning autonomous-driving occupancy-grid-map autonomous-vehicles temporal-perception occupancy-prediction 3d-scene-understanding artificial-intelligence spatial-temporal-forecasting
Created 2023-07-12
107 commits to main branch, last one 2 months ago
jerrywn121
TianChi_AIEarth jerrywn121
34
80
unknown
2
TianChi AIEarth Contest Solution
pytorch convlstm timesformer transformer attention-mechanism spatial-temporal-forecasting
Created 2021-05-23
8 commits to main branch, last one 3 years ago
TrustAGI-Lab
MTGODE TrustAGI-Lab
24
77
mit
6
[TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".
neural-odes time-series graph-neural-networks spatial-temporal-data time-series-forecasting spatial-temporal-forecasting
Created 2022-06-30
4 commits to main branch, last one 2 years ago
tsinghua-fib-lab
Spatio-temporal-Diffusion-Point-Processes tsinghua-fib-lab
5
65
unknown
2
A diffusion-based framework for spatio-temporal point processes
point-processes diffusion-models spatial-temporal-data spatial-temporal-forecasting spatio-temporal-point-processes
Created 2023-02-02
79 commits to main branch, last one 9 months ago
chuanting
FedDA chuanting
16
65
unknown
1
Source code for 'Dual Attention Based FL for Wireless Traffic Prediction'
federated-learning wireless-traffic-prediction spatial-temporal-forecasting
Created 2021-03-13
4 commits to main branch, last one 3 years ago
YihongT
DASTNet YihongT
6
43
unknown
1
[CIKM 2022] 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
zhaone
LaneGCN_ref zhaone
14
42
mit
2
An implementation of LaneGCN (Learning Lane Graph Representations for Motion Forecasting)
graph-n autonomous-vehicles trajectory-prediction spatial-temporal-forecasting
Created 2021-07-22
8 commits to main branch, last one 3 years ago
willzhang3
SHARE-parking_availability_prediction-Pytorch willzhang3
11
42
unknown
1
Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction
urban-computing graph-neural-networks pytorch-implementation semi-supervised-learning spatial-temporal-forecasting parking-availability-prediction
Created 2020-05-04
41 commits to master branch, last one 2 years ago