traffic-prediction 开源项目推荐（208 个）

LibCity /Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

lixus7 /Time-Series-Works-Conferences

计算机科学顶级会议（NIPS、ICML、ICLR、KDD、AAAI、WWW、IJCAI、CIKM、ICDM、ICDE 等）中的时间序列工作总结

zhengchuanpan /GMAN

GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.

zhiyongc /Graph_Convolutional_LSTM

Traffic Graph Convolutional Recurrent Neural Network

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).

BUAABIGSCity /PDFormer

[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.

aptx1231 /Traffic-Prediction-Open-Code-Summary

Summary of open source code for deep learning models in the field of traffic prediction

Jimmy-7664 /STD-MAE

[IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal 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-Datasets

Traffic data processing tools in LibCity

JingqingZ /BaiduTraffic

This repo includes introduction, code and dataset of our paper Deep Sequence Learning with Auxiliary Information for Traffic Prediction (KDD 2018).

LibCity /Bigscity-LibCity-PaperList

Paper list in traffic prediction field

Coolgiserz /Awesome-Traffic-Prediction

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

xiepeng21 /research_spatio-temporal-data-mining

A collection of research on spatio-temporal data mining

NickHan-cs /Spatio-Temporal-Data-Mining-Survey

Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.

didi /heteta

HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival

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

HKUDS /STExplainer

[CIKM'2023] "STExplainer: Explainable Spatio-Temporal Graph Neural Networks"