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
