traffic-forecasting 开源项目推荐（106 个）

GestaltCogTeam /BasicTS

公平且可扩展的时间序列预测基准和工具包。

LibCity /Bigscity-LibCity

LibCity：用于城市时空数据挖掘的开源库

GestaltCogTeam /STEP

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

zhiyongc /Graph_Convolutional_LSTM

Traffic Graph Convolutional Recurrent Neural Network

xiaoxiong74 /TrafficFlowForecasting

一些交通流量预测解决方案（交通流量预测解决方案）

tsinghua-fib-lab /Traffic-Benchmark

[TKDD 2023] Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution

aprbw /traffic_prediction

Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).

GestaltCogTeam /STID

我们的 CIKM'22 论文《Spatial-Temporal Identity: A Simple yet Effective Baseline for Multivariate Time Series Forecasting》的代码

GestaltCogTeam /D2STGNN

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

Knowledge-Precipitation-Tribe /Spatio-Temporal-papers

This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.

LibCity /Bigscity-LibCity-PaperList

Paper list in traffic prediction field

Echo-Ji /ST-SSL

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

jeongwhanchoi /STG-NCDE

"Graph Neural Controlled Differential Equations for Traffic Forecasting", AAAI 2022

Coolgiserz /Awesome-Traffic-Prediction

Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.

deepkashiwa20 /MegaCRN

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

LMissher /STWave

[ICDE'2023] When Spatio-Temporal Meet Wavelets: Disentangled Traffic Forecasting via Efficient Spectral Graph Attention Networks

Mouradost /STGM

STGM：用于交通预报的时空图混合成形器

wengwenchao123 /DDGCRN

[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting

LMissher /PatchSTG

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

juyongjiang /TrendGCN

[CIKM 2023] This is the official source code of "TrendGCN: Enhancing the Robustness via Adversarial Learning and Joint Spatial-Temporal Embeddings in Traffic Forecasting" based on Pytorch.