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Starred repositories
This is the repository for the collection of Graph Neural Network for Traffic Forecasting.
Graph-based LSTM for taxi demand prediction
Traffic Graph Convolutional Recurrent Neural Network
Implementation of Graph Muti-Attention Network with PyTorch
GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.
sshleifer / Graph-WaveNet
Forked from nnzhan/Graph-WaveNetModifications to Graph Wavenet
Summary of open source code for deep learning models in the field of traffic prediction
DSTAGNN: Dynamic Spatial-Temporal Aware Graph Neural Network for Traffic Flow Forecasting, which is accepted at ICML2022.
Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
SakastLord / STGAT
Forked from Kelang-Tian/ST-MGATImplementation of Spatial-Temporal Graph Attention Networks for Traffic Flow Forecasting(for IJCAI 2020)
A curated list of graph-based fraud, anomaly, and outlier detection papers & resources
[IJCAI'18] Spatio-Temporal Graph Convolutional Networks
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
[ECCV 2020] Code for "Spatio-Temporal Graph Transformer Networks for Pedestrian Trajectory Prediction"
The official code for "Spatial temporal transformer networks for traffic flow forecasting"
[PAKDD 2021] SST-GNN: Simplified Spatio-temporal Traffic forecasting model using Graph Neural Network
[IJCNN 2021] Unified Spatio-Temporal modeling for traffic forecasting using Graph Convolutional Network
Python package built to ease deep learning on graph, on top of existing DL frameworks.
Spatio-Temporal Graph Convolutional Networks
jacob-heglund / ASTGCN
Forked from Davidham3/ASTGCN-2019-mxnetAttention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting (ASTGCN) AAAI 2019
PredRNN: Recurrent Neural Networks for Predictive Learning using Spatiotemporal LSTMs
Temporal Graph Convolutional Network for Urban Traffic Flow Prediction Method
Multivariate Time Series Prediction using Keras (CNN BiLSTM Attention)