jwwthu / GNN4Traffic
This is the repository for the collection of Graph Neural Network for Traffic Forecasting.
☆1,114Updated 6 months ago
Alternatives and similar repositories for GNN4Traffic:
Users that are interested in GNN4Traffic are comparing it to the libraries listed below
- This is the repository for the collection of Deep Learning for Traffic Prediction Problems.☆226Updated last year
- Temporal Graph Convolutional Network for Urban Traffic Flow Prediction Method☆1,541Updated 8 months ago
- Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version☆633Updated 3 years ago
- GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAA…☆434Updated 2 years ago
- Diffusion Convolutional Recurrent Neural Network Implementation in PyTorch☆475Updated 7 months ago
- The PyTorch implementation of STGCN.☆532Updated 2 months ago
- Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using hist…☆288Updated last year
- graph wavenet☆666Updated 2 years ago
- AAAI 2020. Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting☆379Updated 5 years ago
- Adaptive Graph Convolutional Recurrent Network☆374Updated last year
- Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution, TKDD 2023☆291Updated 3 years ago
- Summary of open source code for deep learning models in the field of traffic prediction☆256Updated 2 years ago
- Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting (ASTGCN) AAAI 2019☆221Updated 5 years ago
- Implementation of Diffusion Convolutional Recurrent Neural Network in Tensorflow☆1,240Updated 2 months ago
- 🚗 Implementation of spatio-temporal graph convolutional network with PyTorch☆347Updated 6 years ago
- [IJCAI'18] Spatio-Temporal Graph Convolutional Networks☆1,045Updated 10 months ago
- ⚠️[Deprecated] no longer maintained, please use the code in https://github.com/guoshnBJTU/ASTGCN-r-pytorch☆401Updated 5 years ago
- This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic…☆242Updated last year
- Traffic Graph Convolutional Recurrent Neural Network☆393Updated 5 years ago
- ☆837Updated last year
- Code of STFGNN@AAAI-2021 (Spatial-Temporal/ Traffic data forecasting)☆219Updated 4 years ago
- This is a Pytorch implementation of ASTGNN. Now the corresponding paper is available online at https://ieeexplore.ieee.org/document/93460…☆203Updated 3 years ago
- Some TrafficFlowForecasting Solutions(交通流量预测解决方案)☆344Updated 4 years ago
- The codes and data of paper "Urban Traffic Prediction from Spatio-Temporal Data Using Deep Meta Learning"☆200Updated last year
- [AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.☆226Updated last year
- A collection of research on spatio-temporal data mining☆148Updated last month
- Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.☆137Updated 2 months ago
- [TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)☆716Updated 6 months ago
- Paper list in traffic prediction field☆224Updated 7 months ago
- Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting☆531Updated 9 months ago