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Topic: "spatial-temporal-forecasting"

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: 7 days ago - Pushed at: 8 days ago - Stars: 2,596 - Forks: 226

KimMeen/Awesome-GNN4TS

[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)

Size: 298 KB - Last synced at: 26 days ago - Pushed at: 10 months ago - Stars: 756 - Forks: 65

qitianwu/DIFFormer

The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"

Language: Python - Size: 125 KB - Last synced at: 2 months ago - Pushed at: 3 months ago - Stars: 295 - Forks: 32

shengchaochen82/Awesome-Foundation-Models-for-Weather-and-Climate

A comprehesive survey about foundation models for weather and cliamte data understanding.

Size: 374 KB - Last synced at: about 1 month ago - Pushed at: 4 months ago - Stars: 225 - Forks: 31

ai4ce/Occ4cast

Occ4cast: LiDAR-based 4D Occupancy Completion and Forecasting

Language: Python - Size: 16.6 MB - Last synced at: 14 days ago - Pushed at: 8 months ago - Stars: 139 - Forks: 9

TrustAGI-Lab/MTGODE

[TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".

Language: Python - Size: 114 KB - Last synced at: about 2 months ago - Pushed at: over 2 years ago - Stars: 81 - Forks: 27

FIBLAB/DeepSTN

Codes for AAAI 2019 DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis

Language: Python - Size: 4.47 MB - Last synced at: 12 months ago - Pushed at: about 5 years ago - Stars: 62 - Forks: 22

jerrywn121/TianChi_AIEarth

TianChi AIEarth Contest Solution

Language: Python - Size: 33.2 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 57 - Forks: 29

tsinghua-fib-lab/Spatio-temporal-Diffusion-Point-Processes

A diffusion-based framework for spatio-temporal point processes

Language: Python - Size: 46.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 39 - Forks: 2

willzhang3/SHARE-parking_availability_prediction-Pytorch

Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction

Language: Python - Size: 163 KB - Last synced at: about 1 year ago - Pushed at: almost 3 years ago - Stars: 37 - Forks: 11

chuanting/FedDA

Source code for 'Dual Attention Based FL for Wireless Traffic Prediction'

Language: Python - Size: 452 KB - Last synced at: over 2 years ago - Pushed at: over 3 years ago - Stars: 37 - Forks: 10

zhaone/LaneGCN_ref

An implementation of LaneGCN (Learning Lane Graph Representations for Motion Forecasting)

Language: Python - Size: 567 KB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 34 - Forks: 12

YihongT/DASTNet

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

Language: Python - Size: 1.53 MB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 18 - Forks: 3

he-h/ST-MoE-BERT

This repository contains the code for the paper "ST-MoE-BERT: A Spatial-Temporal Mixture-of-Experts Framework for Long-Term Cross-City Mobility Prediction".

Language: Python - Size: 872 KB - Last synced at: 8 days ago - Pushed at: 4 months ago - Stars: 9 - Forks: 3

hrlics/LITE

[COLM 2024] LITE: Modeling Environmental Ecosystems with Multimodal Large Language Models

Language: Python - Size: 1.31 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 9 - Forks: 0

o-waring/subseasonal_forecasting

Using a hybrid spatial-temporal deep learning approach to forecast subseasonal weather across 514 Western USA geographical regions

Language: Python - Size: 13.3 MB - Last synced at: 1 day ago - Pushed at: almost 5 years ago - Stars: 9 - Forks: 7

panwangwin/SpatialTemporalNetTrainer-pytorch

A unified Spatial Temporal Net Trainer for different baselines in Spatial Temporal Forecasting problems.

Language: Python - Size: 38.1 KB - Last synced at: 4 months ago - Pushed at: over 4 years ago - Stars: 4 - Forks: 0

0shelter0/CSTTN

a novel transformer-based architecture named CSTTN for traffic prediction

Language: Python - Size: 7.93 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

TanushGoel/DeepStorm

ML on spatial-temporal data to predict wind speeds of satellite storm images --> InceptionV4 (2D CNN) on last frame & I3D (3D CNN) on optical flows of preceding 4 frames

Language: Jupyter Notebook - Size: 34.8 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 0

aptx1231/STDEN Fork of Echo-Ji/STDEN

Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).

Size: 205 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 3 - Forks: 0

ethanol-cx/heterogeneous-crime-prediction-tool

A web-based tool that predicts crimes based on heterogeneous spatial patterns

Language: Python - Size: 35.3 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 3

roboswell/portfolio

Visit the website below to view the html files in this portfolio

Language: HTML - Size: 139 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

tumeteor/ST-GCN

cloud-based, large-scale ST-GCN with OpenStreetMap features

Language: Jupyter Notebook - Size: 3.72 MB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

Related Topics
time-series 4 transformer 4 spatial-temporal-data 4 graph-neural-networks 4 machine-learning 4 time-series-analysis 3 deep-learning 3 time-series-forecasting 3 pytorch 3 transfer-learning 2 autonomous-vehicles 2 temporal-graphs 2 python 2 traffic-flow-prediction 2 traffic-flow-forecasting 2 dataset 2 spatio-temporal 2 semi-supervised-learning 2 occupancy-grid-map 1 lidar 1 occupancy-prediction 1 point-cloud 1 temporal-perception 1 environment-prediction 1 multimodal-large-language-models 1 spatial-temporal 1 ai4earth 1 time-series-prediction 1 computer-vision 1 autonomous-driving 1 artificial-intelligence 1 3d-to-4d 1 3d-scene-understanding 1 3d-perception 1 mixture-of-experts 1 human-mobility 1 bert 1 spatio-temporal-point-processes 1 point-processes 1 diffusion-models 1 urban-computing 1 time-series-models 1 tcn 1 spatio-temporal-prediction 1 spatio-temporal-data 1 rnn 1 paper-lists 1 deep-neural-networks 1 time-series-imputation 1 time-series-classification 1 time-series-anomaly-detection 1 temporal-data 1 survey 1 graph-structure-learning 1 dynamic-graphs 1 awesome 1 neural-odes 1 weather-forecsating 1 weather-forecating 1 weather-and-climate-understanding 1 weather 1 self-supervised-learning 1 representation-learning 1 largemodel 1 large-language-models 1 foundation-models 1 climate-change 1 climate 1 ai4science 1 pytorch-implementation 1 lstm-neural-networks 1 django 1 crime-prediction 1 arima-forecasting 1 traffic-prediction 1 graph-convolutional-network 1 traffic-forecasting 1 traffic 1 adversarial-learning 1 trajectory-prediction 1 graph-n 1 timesformer 1 convlstm 1 attention-mechanism 1 lstm 1 deeplearning 1 conv2dlstm 1 crowd-flow-prediction 1 aaai2019 1 gps-data 1 gnns 1 ode 1 nerual-differential-equations 1 libcity 1 aaai2022 1 wireless-traffic-prediction 1 federated-learning 1 parking-availability-prediction 1 r 1 nlp-machine-learning 1