Heterogeneous Temporal Graph Neural Network

Last update: Dec 22, 2022

Related tags

Deep Learning HTGNN

Overview

Heterogeneous Temporal Graph Neural Network

This repository contains the datasets and source code of HTGNN.

run_mag.ipynb is the training and testing procedures on OGBN-MAG dataset.

To run this experiment, ogbn_graphs.zip.001-ogbn_graphs.zip.007 in data folder should be first unzipped.

run_covid.ipynb is the training and testing procedures on COVID-19 datasets.

Source code for CIKM 2021 paper for Relation-aware Heterogeneous Graph for User Profiling

RHGN Source code for CIKM 2021 paper for Relation-aware Heterogeneous Graph for User Profiling Dependencies torch==1.6.0 torchvision==0.7.0 dgl==0.7.1

Big Data and Multi-modal Computing Group, CRIPAC

6 Nov 29, 2022

Implementation of temporal pooling methods studied in [ICIP'20] A Comparative Evaluation Of Temporal Pooling Methods For Blind Video Quality Assessment

5 Sep 16, 2022

Cascaded Deep Video Deblurring Using Temporal Sharpness Prior and Non-local Spatial-Temporal Similarity

This repository is the official PyTorch implementation of Cascaded Deep Video Deblurring Using Temporal Sharpness Prior and Non-local Spatial-Temporal Similarity

4 Dec 11, 2022

Graph Self-Attention Network for Learning Spatial-Temporal Interaction Representation in Autonomous Driving

GSAN Introduction Code for paper GSAN: Graph Self-Attention Network for Learning Spatial-Temporal Interaction Representation in Autonomous Driving, wh

6 Oct 27, 2022

HNECV: Heterogeneous Network Embedding via Cloud model and Variational inference

HNECV This repository provides a reference implementation of HNECV as described in the paper: HNECV: Heterogeneous Network Embedding via Cloud model a

4 Jun 28, 2022

CKD - Collaborative Knowledge Distillation for Heterogeneous Information Network Embedding

Collaborative Knowledge Distillation for Heterogeneous Information Network Embed

9 Dec 5, 2022

TCNN Temporal convolutional neural network for real-time speech enhancement in the time domain

TCNN Pandey A, Wang D L. TCNN: Temporal convolutional neural network for real-time speech enhancement in the time domain[C]//ICASSP 2019-2019 IEEE Int

16 Dec 30, 2022

Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemetic Analysis

TDY-CNN for Text-Independent Speaker Verification Official implementation of Temporal Dynamic Convolutional Neural Network for Text-Independent Speake

16 Oct 17, 2022

This is a model made out of Neural Network specifically a Convolutional Neural Network model

This is a model made out of Neural Network specifically a Convolutional Neural Network model. This was done with a pre-built dataset from the tensorflow and keras packages. There are other alternative libraries that can be used for this purpose, one of which is the PyTorch library.

9 Oct 18, 2022

Comments

Stochastic training

Hello,

First, thank you for providing this amazing work ! I may be wrong but have the feeling your HTGNN model is not compatible with the DGL stochastic training (https://docs.dgl.ai/tutorials/large/L4_message_passing.html). I was wondering if you plan to release a HTGNN implementation that would be compatible for both full-graph and stochastic training.

Thanks

opened by rc-94 0

Owner

GitHub

Deep generative modeling for time-stamped heterogeneous data, enabling high-fidelity models for a large variety of spatio-temporal domains.

Neural Spatio-Temporal Point Processes [arxiv] Ricky T. Q. Chen, Brandon Amos, Maximilian Nickel Abstract. We propose a new class of parameterizations

75 Dec 19, 2022

Heterogeneous Temporal Graph Neural Network

Related tags

Overview

Heterogeneous Temporal Graph Neural Network

You might also like...

Source code for CIKM 2021 paper for Relation-aware Heterogeneous Graph for User Profiling

Implementation of temporal pooling methods studied in [ICIP'20] A Comparative Evaluation Of Temporal Pooling Methods For Blind Video Quality Assessment

Cascaded Deep Video Deblurring Using Temporal Sharpness Prior and Non-local Spatial-Temporal Similarity

Graph Self-Attention Network for Learning Spatial-Temporal Interaction Representation in Autonomous Driving

HNECV: Heterogeneous Network Embedding via Cloud model and Variational inference

CKD - Collaborative Knowledge Distillation for Heterogeneous Information Network Embedding

TCNN Temporal convolutional neural network for real-time speech enhancement in the time domain

Temporal Dynamic Convolutional Neural Network for Text-Independent Speaker Verification and Phonemetic Analysis

This is a model made out of Neural Network specifically a Convolutional Neural Network model

Comments

Stochastic training

Owner

Deep generative modeling for time-stamped heterogeneous data, enabling high-fidelity models for a large variety of spatio-temporal domains.

Implementation of Heterogeneous Graph Attention Network

Scalable Graph Neural Networks for Heterogeneous Graphs

Revisiting, benchmarking, and refining Heterogeneous Graph Neural Networks.

Code for our EMNLP 2021 paper “Heterogeneous Graph Neural Networks for Keyphrase Generation”

CVPR2021: Temporal Context Aggregation Network for Temporal Action Proposal Refinement

Spectral Temporal Graph Neural Network (StemGNN in short) for Multivariate Time-series Forecasting

Code for paper Decoupled Dynamic Spatial-Temporal Graph Neural Network for Traffic Forecasting

Code for KDD'20 "An Efficient Neighborhood-based Interaction Model for Recommendation on Heterogeneous Graph"

A heterogeneous entity-augmented academic language model based on Open Academic Graph (OAG)