VincLee8188 / Spatio-temporal-forecasting-PyTorchLinks
Leverage on recent advances in graph convolution and sequence modeling to design neural networks for spatio-temporal forecasting, which including the use of graph convolutional neural networks, gated recurrent units and transformers.
☆26Updated 5 years ago
Alternatives and similar repositories for Spatio-temporal-forecasting-PyTorch
Users that are interested in Spatio-temporal-forecasting-PyTorch are comparing it to the libraries listed below
Sorting:
- PyTorch implementation of STGCN☆77Updated 5 years ago
 - The pytorch implementation of ST-GRAT: A Novel Spatio-temporal Graph Attention Network for Accurately Forecasting Dynamically Changing Ro…☆42Updated 4 years ago
 - ☆69Updated 3 years ago
 - Discrete Graph Structure Learning for Forecasting Multiple Time Series, ICLR 2021.☆176Updated 3 years ago
 - The code of AAAI2021 paper of HGCN for Traffic Forecasting☆97Updated 3 years ago
 - Modifications to Graph Wavenet☆108Updated 5 years ago
 - Spatiotemporal Adaptive Gated Graph Convolution Network for Urban Traffic Flow Forecasting☆72Updated 5 years ago
 - Spatial-Temporal Graph ODE Neural Network☆119Updated 3 years ago
 - Implementation of Graph Muti-Attention Network with PyTorch☆171Updated 2 years ago
 - PyTorch implementation of Diffusion Convolutional Recurrent Neural Network☆51Updated 5 years ago
 - Code snippets of ST-ResNet by PyTorch☆69Updated 6 years ago
 - ☆44Updated 3 years ago
 - An end-to-end deep learning model for spatial-temporal prediction☆35Updated 3 years ago
 - paper : <Spatial-Temporal Transformer Networks for Traffic Flow Forecasting>☆168Updated 4 years ago
 - This is the PyTorch implementation of TPA-LSTM☆60Updated 5 years ago
 - Adaptive Graph Convolutional Recurrent Network☆405Updated last year
 - ☆74Updated 2 years ago
 - ☆42Updated 3 years ago
 - A PyTorch implementation of T-GCN☆64Updated 2 years ago
 - [KDD 2021] Official Code of the paper "ST-Norm: Spatial and Temporal Normalization for Multi-variate Time Series Forecasting"☆63Updated last year
 - Spatial-Temporal Self-Attention Network☆25Updated 4 years ago
 - ☆45Updated 3 years ago
 - The pytorch implementation of Traffic Flow Prediction via Spatial Temporal Graph Neural Network☆145Updated 7 months ago
 - ☆48Updated 3 years ago
 - ☆50Updated 3 years ago
 - Code of STFGNN@AAAI-2021 (Spatial-Temporal/ Traffic data forecasting)☆225Updated 4 years ago
 - The pytorch code of DGCN(TITS)☆56Updated 3 years ago
 - AAAI 2020. Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting☆425Updated 5 years ago
 - ☆42Updated 4 years ago
 - Implementation of STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting☆32Updated 5 years ago