deepkashiwa20

MegaCRN

[AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"

ODCRN

[ECMLPKDD21] Countrywide Origin-Destination Matrix Prediction and Its Application for COVID-19

Urban_Concept_Drift

[CIKM 2023] MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation

MemeSTN

WWW23-Learning Social Meta-knowledge for Nowcasting Human Mobility in Disaster

MepoGNN

[ECMLPKDD22] MepoGNN: Metapopulation Epidemic Forecasting with Graph Neural Networks

DeepCrowd

[TKDE 2021 Paper] DeepCrowd: A Deep Model for Large-Scale Citywide Crowd Density and Flow Prediction

GCRN

An implementation of GCRN backbone.

SimpleVLUC

STSSL_MTS

An implementation of STSSL backbone on METRLA and PEMSBAY datasets.

SimpleSTID

Awesome-DynamicGraphLearning

Awesome papers about machine learning (deep learning) on dynamic (temporal) graphs (networks / knowledge graphs).

BasicTS

An Open Source Standard Time Series Forecasting Benchmark.

CL-Traff

D2STGNN

Code for our VLDB'22 paper Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting.

DeepMove

DTP-Net

EpiFNP

Official repo to paper

FuxiTS

MemoNet

[CVPR2022] Remember Intentions: Retrospective-Memory-based Trajectory Prediction

MvTS

Multivariate Time Series Repository

OurSTGCL

poster_template

some academic posters as references. May we have in-person poster session soon!

ST-SSL

ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction

STAEformer

Spatio-Temporal Adaptive Embedding Transformer

STC-Dropout

Easy Begun is Half Done: Spatial-Temporal Graph Modeling with ST-Curriculum Dropout

STEP

Code for our SIGKDD'22 paper Pre-training-Enhanced Spatial-Temporal Graph Neural Network For Multivariate Time Series Forecasting.

STID

Code for our CIKM'22 paper Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting.

Time-Series-Library

A Library for Advanced Deep Time Series Models.

time-series-papers

An up-to-date list of time-series related papers in AI venues.

TwitterMobility1

Another Repository for developing TwitterMobility